<?xml version="1.0" encoding="UTF-8" ?><rss xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:media="http://search.yahoo.com/mrss/" xmlns:sy="http://purl.org/rss/1.0/modules/syndication/" version="2.0"> <channel> <title><![CDATA[MC Project]]></title> <description><![CDATA[Global digital products and freelance services. Focuses on development, production and distribution of programming scripts, application source code, plugins, themes and templates.]]></description> <image> <title><![CDATA[MC Project]]></title> <url>https://en.mycoding.id/favicon.ico</url> <link>https://en.mycoding.id/</link> </image> <category><![CDATA[Software Engineering, Website Development, Mobile Android App, Application Source Code, Programming Scripts]]></category> <link>https://en.mycoding.id/</link> <atom:link href="https://en.mycoding.id/rss.xml" rel="self" type="application/rss+xml"/> <atom:link href="https://en.mycoding.id/rss-videos.xml" rel="alternate" type="application/rss+xml"/> <atom:link href="https://en.mycoding.id/" rel="alternate" type="text/html"/> <pubDate>Fri, 13 Nov 2026 21:45:10 +0700</pubDate> <lastBuildDate>Fri, 13 Nov 2026 21:45:10 +0700</lastBuildDate> <sy:updatePeriod>hourly</sy:updatePeriod> <sy:updateFrequency>1</sy:updateFrequency> <managingEditor>support@mycoding.id (Adi Gunawan)</managingEditor> <webMaster>support@mycoding.id (Adi Gunawan)</webMaster> <language>en_US</language> <copyright>MC Project</copyright> <generator>MC Project</generator> <item> <title><![CDATA[ChatGPT Wallet lets OpenAI’s Dots agents make purchases for you]]></title> <description><![CDATA[ChatGPT Wallet lets OpenAI’s Dots agents make purchases for you. After launching its Dots AI agents phase before this year, OpenAI is launching a wallet for the agents. ChatGPT Wallet is rolling out starting today for Cha...]]></description> <media:thumbnail url="https://platform.theverge.com/wp-content/uploads/sites/2/2026/10/STKS539_AI_AGENTS_SHOPPING_B.jpg?quality=90&amp;strip=all&amp;crop=0%2C10.732984293194%2C100%2C78.534031413613&amp;w=1200"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/chatgpt-wallet-lets-openai-s-dots-agents-make-purchases-for-you-77013</link> <content:encoded><![CDATA[<div><div><div><div><div><p><a href="https://en.mycoding.id/category/technology" target="_blank"><img alt="Stevie Bonifield" data-chromatic="ignore" loading="lazy" width="36" height="36" decoding="async" data-nimg="1" srcset="https://platform.theverge.com/wp-content/uploads/sites/2/2025/10/STEVIE_BONIFIELD_BLURPLE.jpg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=48 1x, https://platform.theverge.com/wp-content/uploads/sites/2/2025/10/STEVIE_BONIFIELD_BLURPLE.jpg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=96 2x" src="https://platform.theverge.com/wp-content/uploads/sites/2/2025/10/STEVIE_BONIFIELD_BLURPLE.jpg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=96"></a></p><div><p><span aria-expanded="false" aria-haspopup="true" role="button" tabindex="0"><span id="follow-author-standard_article_details-dmcyOmF1dGhvclByb2ZpbGU6ODAzMzIw"><span><span><svg width="9" height="9" viewbox="0 0 9 9" fill="none" xmlns="http://www.w3.org/2000/svg" aria-label="Follow"><path d="M5 0H4V4H0V5H4V9H5V5H9V4H5V0Z"></path></svg></span></span><span>Stevie Bonifield</span></span></span></p> <p><span>is a news author covering all things person tech. Stevie started out at Laptop Mag penning news and reviews on hardware, gaming, and AI.</span></p></div></div></div></div></div><div id="zephr-anchor"><p>After launching its <a href="https://en.mycoding.id/category/technology" target="_blank">Dots AI agents platform</a> before this year, OpenAI is <a href="https://en.mycoding.id/category/technology" target="_blank">launching a wallet</a> for the agents. ChatGPT Wallet is <a href="https://en.mycoding.id/category/technology" target="_blank">rolling out starting today</a> for ChatGPT Pro subscribers in the US old 18 and older using a US billing location and &ldquo;eligible US-issued American Express, Chase, Mastercard and Visa cards.&rdquo;</p><p>After adding a cardstock to the wallet, your Dots agents can use it to buy things in reply to your prompts, but they&rsquo;ll inspect in alongside you all period before checking out. OpenAI&rsquo;s <a href="https://en.mycoding.id/category/technology" target="_blank">support page</a> says all acquisition alongside ChatGPT Wallet requires a safety inspect alongside biometric verification akin Face ID or a fingerprint scan.</p><div><div><div><div class=""><div><p><a href="https://en.mycoding.id/category/technology" target="_blank" data-pswp-height="1660" data-pswp-width="2940" target="_blank" rel="noreferrer"><img alt="A screenshot from a demo video for OpenAI’s ChatGPT Wallet" data-chromatic="ignore" loading="lazy" decoding="async" data-nimg="fill" sizes=" 1023px) 50vw, 700px" srcset="https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=256 256w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=376 376w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=384 384w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=415 415w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=480 480w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=540 540w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=640 640w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=750 750w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=828 828w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=1080 1080w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=1200 1200w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=1440 1440w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=1920 1920w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=2048 2048w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=2400 2400w" src="https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/openai-chatgpt-wallet-approval-pop-up.jpeg?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=2400"></a></p></div></div></div></div></div><p>After you assessment the AI agent&rsquo;s acquisition and sign off on it, OpenAI says that, akin to using <a href="https://en.mycoding.id/category/technology" target="_blank">tap to pay</a>, <a href="https://en.mycoding.id/category/technology" target="_blank">Apple Pay</a>, or <a href="https://en.mycoding.id/category/technology" target="_blank">Google Wallet</a>, it substitutes your credit cardstock particulars alongside a fee token, so your genuine cardstock info isn&rsquo;t shared alongside your Dots delegate or the endeavor you&rsquo;re purchasing from. Eventually, OpenAI says it expects &ldquo;users to be capable to assign purchases entirely to their delegate by environment apparent parameters&mdash;such as spending limits, acquisition categories, or period periods&mdash;and pre-approve those purchases.&rdquo;</p><p>ChatGPT Wallet power not activity everywhere. Some retailers have <a href="https://en.mycoding.id/category/technology" target="_blank">restrictions on AI agents</a> or <a href="https://en.mycoding.id/category/technology" target="_blank">block them</a> altogether. Earlier this year, <a href="https://en.mycoding.id/category/technology" target="_blank">Amazon blocked Meta&rsquo;s Muse</a> agents. OpenAI says that in command for agents to use ChatGPT Wallet, &ldquo;websites need to justify agents are not inadvertently blocked, and fee and hazard systems need to acknowledge lawful purchases made by agents.&rdquo;</p><div><p><span><strong>Follow topics and authors</strong> from this narrative to see additional akin this in your personalized homepage nourish and to obtain email updates.</span></p><ul><li id="follow-author-article_footer-dmcyOmF1dGhvclByb2ZpbGU6ODAzMzIw"><span aria-expanded="false" aria-haspopup="true" role="button" tabindex="0"><span><span><svg width="9" height="9" viewbox="0 0 9 9" fill="none" xmlns="http://www.w3.org/2000/svg" aria-label="Follow"><path d="M5 0H4V4H0V5H4V9H5V5H9V4H5V0Z"></path></svg></span><span>Stevie Bonifield</span></span></span></li><li><li><li><li></ul></div></div></div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/chatgpt-wallet-lets-openai-s-dots-agents-make-purchases-for-you-77013</guid> <pubDate>Fri, 13 Nov 2026 21:45:10 +0700</pubDate> <author><![CDATA[support@mycoding.id (Stevie Bonifield)]]></author> </item> <item> <title><![CDATA[CMF’s milk carton-shaped Bluetooth speaker is down to a new low price]]></title> <description><![CDATA[CMF’s milk carton-shaped Bluetooth speaker is down to a new low price. Bluetooth speakers are frequently boring boxes in plain colors, but not this one! As part of Nothing’s ongoing first Black Friday promo, you can catch its unique, mil...]]></description> <media:thumbnail url="https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-breakout.png?quality=90&amp;strip=all&amp;crop=0%2C10.732984293194%2C100%2C78.534031413613&amp;w=1200"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/cmf-s-milk-carton-shaped-bluetooth-speaker-is-down-to-a-new-low-price-77014</link> <content:encoded><![CDATA[<div><div><div><div><div><div><p><span aria-expanded="false" aria-haspopup="true" role="button" tabindex="0"><span id="follow-author-standard_article_details-dmcyOmF1dGhvclByb2ZpbGU6OTM3NDY5"><span><span><svg width="9" height="9" viewbox="0 0 9 9" fill="none" xmlns="http://www.w3.org/2000/svg" aria-label="Follow"><path d="M5 0H4V4H0V5H4V9H5V5H9V4H5V0Z"></path></svg></span></span><span>Brad Bourque</span></span></span></p> <p><span>is a tech newsman and commerce author based out of Portland, Oregon. He&rsquo;s contributed to sites akin Digital Trends, Business Insider, and WIRED.</span></p></div></div></div></div></div><div id="zephr-anchor"><p>Bluetooth speakers are frequently boring boxes in plain colors, but not this one! As part of <a href="https://en.mycoding.id/category/technology" target="_blank" rel="sponsored">Nothing&rsquo;s ongoing first Black Friday promo</a>, you can catch its unique, dairy carton-shaped <strong>CMF Speaker S</strong> from <a href="https://en.mycoding.id/category/technology" target="_blank" rel="sponsored">Amazon</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="sponsored">Nothing</a> for fair $39. That&rsquo;s a firm $20 discount and the lowest cost we&rsquo;ve seen on Nothing&rsquo;s newfangled wireless speaker, which <a href="https://en.mycoding.id/category/technology" target="_blank">hit the market</a> concerning a duration ago.</p><div><div><div data-product-filter="" id="product-card-dmcyOnByb2R1Y3Q6MTAzMzE5Mw=="><p><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow noopener noreferrer" target="_blank"><img alt="" data-chromatic="ignore" loading="lazy" decoding="async" data-nimg="fill" sizes=" 768px) 100vw, 300px" srcset="https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=376 376w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=384 384w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=415 415w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=480 480w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=540 540w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=640 640w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=750 750w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=828 828w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=1080 1080w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=1200 1200w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=1440 1440w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=1920 1920w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=2048 2048w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=2400 2400w" src="https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=16.666666666667%2C0%2C66.666666666667%2C100&amp;w=2400"></a><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow noopener noreferrer" target="_blank"><img alt="" data-chromatic="ignore" loading="lazy" decoding="async" data-nimg="fill" sizes=" 768px) 100vw, 600px" srcset="https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=376 376w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=384 384w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=415 415w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=480 480w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=540 540w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=640 640w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=750 750w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=828 828w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=1080 1080w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=1200 1200w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=1440 1440w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=1920 1920w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=2048 2048w, https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=2400 2400w" src="https://platform.theverge.com/wp-content/uploads/sites/2/2026/11/cmf-by-nothing-speaker-s-product.png?quality=90&amp;strip=all&amp;crop=0%2C0%2C100%2C100&amp;w=2400"></a></p></div></div></div><p>The CMF Speaker S is the smaller of the two recently-released models &mdash; the larger Series M is additionally on transaction at <a href="https://en.mycoding.id/category/technology" target="_blank" rel="sponsored">Amazon</a> for $79 ($30 off) &mdash; and sports a 45mm controller alongside two passive radiators to assistance alongside low-end frequencies. It can run for up to 18 hours on a sole accusation and carries an IP68 ranking for h2o and powder resistance. Despite its carefree aesthetic, it additionally supports stereo pairing alongside a second Seris S speaker, Bluetooth 6, accelerated pairing via multiple methods (including NFC and Google Fast Pair), and audio complete USB-C.</p><p>In supplement to their awesome audio and compact footprint, the two the Speaker S and Speaker M characteristic removable faceplates and multifunction forefront knobs. Not lone can you toggle them out to customize the colors, but CMF plans to portion STL records so anyone alongside a 3D printer can create their own attachments and looks.</p><div><div><div><div><h2>Verge Shopping</h2><p><span>Sign up to get the finest deals on products we&rsquo;ve established and tested sent to your inbox.</span></p></div></div></div></div><div><p><span><strong>Follow topics and authors</strong> from this narrative to see additional akin this in your personalized homepage nourish and to obtain email updates.</span></p><ul><li id="follow-author-article_footer-dmcyOmF1dGhvclByb2ZpbGU6OTM3NDY5"><span aria-expanded="false" aria-haspopup="true" role="button" tabindex="0"><span><span><svg width="9" height="9" viewbox="0 0 9 9" fill="none" xmlns="http://www.w3.org/2000/svg" aria-label="Follow"><path d="M5 0H4V4H0V5H4V9H5V5H9V4H5V0Z"></path></svg></span><span>Brad Bourque</span></span></span></li><li><li><li><li><li><li><li></ul></div></div></div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/cmf-s-milk-carton-shaped-bluetooth-speaker-is-down-to-a-new-low-price-77014</guid> <pubDate>Fri, 13 Nov 2026 21:30:00 +0700</pubDate> <author><![CDATA[support@mycoding.id (Brad Bourque)]]></author> </item> <item> <title><![CDATA[Big tech is here to let us down]]></title> <description><![CDATA[Big tech is here to let us down. Comments]]></description> <media:thumbnail url="https://og.pagecord.com/og?accentColor=%23ffff00&amp;avatar=https%3A%2F%2Fpagecord.com%2Frails%2Factive_storage%2Frepresentations%2Fredirect%2FeyJfcmFpbHMiOnsiZGF0YSI6NDY4NywicHVyIjoiYmxvYl9pZCJ9fQ%3D%3D--ca5722ecc6a810cbc306fb1554b7f6c6abfcc3c0%2FeyJfcmFpbHMiOnsiZGF0YSI6eyJmb3JtYXQiOiJwbmciLCJyZXNpemVfdG9fbGltaXQiOls5Niw5Nl0sInNhdmVyIjp7InN0cmlwIjp0cnVlfX0sInB1ciI6InZhcmlhdGlvbiJ9fQ%3D%3D--9c874a7debc456f77104ad83e6871574a296adc9%2FJamesSweeting_profile%2520-%2520Copy%2520%282%29.jpg&amp;bgColor=%230a4b82&amp;blogTitle=What%27s+up+with+James%3F&amp;signature=89e002691775709530ce133e02551583b6c55db03a5de8262b892b76db2d301d&amp;textColor=%23ffffff&amp;title=Big+tech+is+here+to+let+us+down"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/big-tech-is-here-to-let-us-down-77018</link> <content:encoded><![CDATA[<div data-controller="syntax-highlight"> <p>When I woke up this dawn I idea concerning penning concerning the ongoing perform surrounding Nvidia and its morally and ethically corrupt leader. But, afterward I quickly saw the news concerning Microsoft Outlook going down, and alongside it Teams and Copilot. </p> <p>I shortly saw many workforce celebrating what efficiently became a "snow day for adults" as they exactly couldn't do their jobs. Then I started seeing assorted businesses, ranging from small to medium, saying that their normal assistance services are unsurprisingly not operating and alternatively to communication them via social media. Except, it's not fair businesses that are affected by Microsoft's incompetence. Even if this is several lawful accident (and not a additional apt case of person vibecoding their way via Copilot), whenever a business akin Microsoft fires tens of thousands of employees, including many engineers, afterward these problems are not lone additional likely, but additionally additional difficult to quickly fix. The fact that this has really been an matter throughout two distinct days is pathetic for a business akin Microsoft.</p> <p>As beyond businesses impacted, all sorts of another entities have been impacted. Various forms of instructional institutions from schools to universities as fine as the courts! I wouldn't be amazed if healthcare has been affected as well.</p> <p>Now, are Microsoft going to recommendation any compensation for either misplaced endeavor or additional accumulated costs? I extremely doubt it, equal although it is exactly their error and they do motionless have the prosperity reserves, notwithstanding increasingly wasting it on loss-making AI adventures. </p> <p>This is a reminder of how indebted the Global North has rotate into to Microsoft and its enshittified services. If most (but thankfully not all) businesses and institutions are profound into Microsoft systems, afterward whenever Microsoft inevitably messes up again, ample swathes of organisations volition not be capable to function properly. Yes, it power be fine for the idiosyncratic employee in a generic agency role, but for keyworker category organisations this can have really damaging implications. Many European province institutions have already started the move distant from Microsoft to open origin alternatives. Largely to not be at the mercy of an inconsistent United States of America, but additionally for times akin this. As whenever Microsoft services go down, <em>you</em> cannot fix it! You have to delay for Microsoft to discover a capable employee who wasn't let go to try and fix what was damaged by several inept leftover who was deluded adequate to think that Copilot can do everything. </p> <p>I motionless desire to conversation concerning the issues of the effect of another US business Nvidia and the implications it has about the world. But that can delay for another day. Plus, who knows if another affairs comes out (we're currently at three).</p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/big-tech-is-here-to-let-us-down-77018</guid> <pubDate>Fri, 13 Nov 2026 21:20:30 +0700</pubDate> <author><![CDATA[support@mycoding.id (Putri Silvia)]]></author> </item> <item> <title><![CDATA[AI Bot Management: Why SEOs Need More Than Block Lists]]></title> <description><![CDATA[AI Bot Management: Why SEOs Need More Than Block Lists. Blocking an AI training crawler isn’t the identical as blocking a retrieval bot. Here’s why SEO needs deliberate bot policies, not obstacle lists. The article AI Bot Manag...]]></description> <media:thumbnail url="https://cdn.searchenginejournal.com/wp-content/uploads/2026/11/b3d547a1-838e-44bf-bcf3-d5175004c5e1_1884x1056-sej-930723.png"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/ai-bot-management-why-seos-need-more-than-block-lists-77023</link> <content:encoded><![CDATA[<div class="sej-article-content gototop-pos "> <div class="sss2_sllo_o6"> </div> <div id="narrow-cont"><p>For years, bot administration in SEO was comparatively straightforward. You either allowed crawlers to admission your website or blocked them. That example was never perfect, but it was mostly adequate for what we needed.</p> <figure> <p><figure class="wp-caption aligncenter"><img decoding="async" src="https://cdn.searchenginejournal.com/wp-content/uploads/2026/11/b3d547a1-838e-44bf-bcf3-d5175004c5e1_1884x1056-sej-930723.png" width="1884" height="1056" alt="" class="" loading="lazy"><figcaption class="wp-caption-text">Image from author, November 2026</figcaption></figure></p></figure> <p>AI hunt has made that method increasingly inadequate.</p> <p>Today, websites are accessed by traditional hunt crawlers, <a href="https://en.mycoding.id/category/business" target="_blank">AI training crawlers, retrieval bots, user-initiated fetches</a>, and autonomous agents. These assist extremely distinct purposes, yet we regularly lump them together under the term “AI bots.”</p> <p>Blocking a crawler used for example training has distinct consequences from blocking one retrieving satisfied for hunt answers – this difference really matters!</p> <p>Robots.txt remains useful, but as it’s voluntary genuine implementation happens through <a href="https://en.mycoding.id/category/business" target="_blank">CDNs, web use firewalls and bot mitigation services</a>, which can refuse your robots.txt rules without the SEO squad equal knowing.</p><div id="summita-wrapa_112" class="middle_p_txt"></div> <figure> <p><figure class="wp-caption aligncenter"><img decoding="async" src="https://cdn.searchenginejournal.com/wp-content/uploads/2026/11/c8002b54-cafd-4cee-9831-f28d9be3005d_1938x898-sej-967185.png" width="1938" height="898" alt="" class="" loading="lazy"><figcaption class="wp-caption-text">Image from author, November 2026</figcaption></figure></p></figure> <p>Agents complicate matters further. They can <a href="https://en.mycoding.id/category/business" target="_blank">browse websites akin genuine users</a>, trigger analytics tracking, and rotate into increasingly difficult to differentiate from individual visitors. Block an delegate performing a merchandise comparison, and you power not merely endure a ranking. You could disappear from the answer entirely.</p> <p><strong>My disagreement is that we need to move from obstacle lists to deliberate bot policies.</strong> Policies that regard who’s accessing our content, why they’re doing it and the consequences of allowing or blocking them.</p> <p>These decisions increasingly affect SEO, engineering, security, legal, and business teams. They need to be coordinated, consistently enforced and regularly reviewed.</p> <figure> <p><figure class="wp-caption aligncenter"><img decoding="async" src="https://cdn.searchenginejournal.com/wp-content/uploads/2026/11/dff51906-217e-4c8b-b019-f4d2e4ece88f_2022x804-sej-835168.png" width="2022" height="804" alt="" class="" loading="lazy"><figcaption class="wp-caption-text">Image from author, November 2026</figcaption></figure></p></figure> <p>I’ve covered these challenges, their implications, and several applicable approaches in my GEO Elite presentation. Hope you discover it useful:</p><div data-total="0" id="SEJ_300x250_UnderPost_2-parent" class="content-unit sss2_sllo_o6 mmh-90-wrap"> <div class="mmh-90-inner"> <div class="mmh-90 flex-aligner"> <div data-adnumber="1" data-middle="no" data-p-slot="SEJ_300x250_UnderPost" data-slot="SEJ_300x250_UnderPost/SEJ_300x250_UnderPost_2" id="SEJ_300x250_UnderPost_2" class="sadslots"> </div> </div> </div> </div> <p></p> <p><strong>More Resources:</strong></p> <ul> <li><a href="https://en.mycoding.id/category/business" target="_blank">Complete Crawler List For AI User-Agents [Dec 2025]</a></li> <li><a href="https://en.mycoding.id/category/business" target="_blank">AI Bots Keep Overloading Servers. Should Website Owners Keep Paying?</a></li> <li><a href="https://en.mycoding.id/category/business" target="_blank">Web Almanac Data Reveals CMS Plugins Are Setting Technical SEO Standards (Not SEOs)</a></li> </ul> <hr> <p><em>This article was initially published on <a href="https://en.mycoding.id/category/business" target="_blank" target="_blank" rel="noopener">AI Search Marketing alongside Chris Green</a>.</em></p> <hr> <p><em>Featured Image: Andrey Suslov/Shutterstock</em></p> </div> <div id="bcats" class="bottom-cat narrow-cont"> <span class="sej-category boxed cat-label">Category</span> <a href="https://en.mycoding.id/category/business" target="_blank">SEO</a> <a href="https://en.mycoding.id/category/business" target="_blank">Technical SEO</a> </div> <div class="sej-above-author-widget"> <div class="sej-widget clearfix"> <div class="sej-badge-box"> <a href="https://en.mycoding.id/category/business" target="_blank" data-placement="Under Article" aria-label="Add Search Engine Journal as a preferred origin on Google"> <svg class="sej-gps-g" viewbox="0 0 48 48" aria-hidden="true" focusable="false"> <path fill="#EA4335" d="M24 9.5c3.54 0 6.71 1.22 9.21 3.6l6.85-6.85C35.9 2.38 30.47 0 24 0 14.62 0 6.51 5.38 2.56 13.22l7.98 6.19C12.43 13.72 17.74 9.5 24 9.5z"></path> <path fill="#4285F4" d="M46.98 24.55c0-1.57-.15-3.09-.38-4.55H24v9.02h12.94c-.58 2.96-2.26 5.48-4.78 7.18l7.73 6c4.51-4.18 7.09-10.36 7.09-17.65z"></path> <path fill="#FBBC05" d="M10.53 28.59c-.48-1.45-.76-2.99-.76-4.59s.27-3.14.76-4.59l-7.98-6.19C.92 16.46 0 20.12 0 24c0 3.88.92 7.54 2.56 10.78l7.97-6.19z"></path> <path fill="#34A853" d="M24 48c6.48 0 11.93-2.13 15.89-5.81l-7.73-6c-2.15 1.45-4.92 2.3-8.16 2.3-6.26 0-11.57-4.22-13.47-9.91l-7.98 6.19C6.51 42.62 14.62 48 24 48z"></path> </svg> <span class="sej-gps-text">Add <b>SEJ</b> as a preferred origin on Google</span> </a> </div> </div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/ai-bot-management-why-seos-need-more-than-block-lists-77023</guid> <pubDate>Fri, 13 Nov 2026 21:00:48 +0700</pubDate> <author><![CDATA[support@mycoding.id (Chris Green)]]></author> </item> <item> <title><![CDATA[AI Sentiment and Accuracy: The Metric Your Visibility Dashboard Is Missing (and How to Calibrate for It)]]></title> <description><![CDATA[AI Sentiment and Accuracy: The Metric Your Visibility Dashboard Is Missing (and How to Calibrate for It). Key Takeaways Every AI visibility study answers one question: are you showing up, and how often? Rank tracking, citation counts, and visibility measured at sca...]]></description> <media:thumbnail url="https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-003.webp"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/ai-sentiment-and-accuracy-the-metric-your-visibility-dashboard-is-missing-and-how-to-calibrate-for-it-77017</link> <content:encoded><![CDATA[<div> <figure><img fetchpriority="high" decoding="async" width="700" height="420" src="https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-003.webp" alt=' The Metric Your Visibility Dashboard Is Missing (and How to Calibrate for It)&quot;' srcset="https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-003-700x420.webp 700w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-003-350x210.webp 350w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-003-768x461.webp 768w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-003-760x456.webp 760w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-003-96x58.webp 96w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-003-480x288.webp 480w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-003-460x277.webp 460w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-003-337x203.webp 337w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-003.webp 1200w" sizes=" 700px) 100vw, 700px" loading="eager"></figure> <h2 id="key-takeaways"><strong>Key Takeaways</strong></h2> <ul> <li><strong>Visibility and accuracy neglect independently.</strong> An motor can citation you in nearly all answer and motionless depict you alongside outdated facts.</li> <li><strong>Score three axes, not one verdict.</strong> Rate all brand-relevant answer on accuracy, sentiment, and currency. Each axis points to a distinct fix.</li> <li><strong>Answers drift for documented reasons.</strong> Engines exterior the most repeated claim. Source satisfied that passed through unsupervised AI editing can attain already degraded.</li> <li><strong>No phase offers an edit button.</strong> ChatGPT, Google AI Overviews, and Perplexity obtain feedback. None commits to changing a particular answer.</li> <li><strong>Source correction carries the most weight.</strong> Fixing the pages an motor cites changes the answer additional reliably than any in-product report.</li> </ul> <p>Every AI visibility study answers one question: are you showing up, and how often? Rank tracking, citation counts, and <a href="https://en.mycoding.id/category/business" target="_blank" target="_blank" rel="noreferrer noopener">visibility measured at scale</a> all figure appearances. None of them inform you what the answer stated concerning you. That blind place is anywhere AI opinion and accuracy live.</p> <p>Your brand can clasp a powerful citation charge throughout ChatGPT, Google AI Overviews, and Perplexity during the answer describes a merchandise you sunset two years ago. The identical answer power credit a competitor alongside your flagship feature, or guide alongside a grievance from a sole assessment site. Your dashboard motionless shows green.</p> <p>Visibility tells you whether you are in the conversation. Sentiment and accuracy inform you whether that helps you or hurts you. This article covers how to mark both, why answers go stale, and which correction levers do genuine work.</p> <h2 id="visibility-tells-you-if-youre-in-the-room-it-doesnt-tell-you-what-was-said"><strong>Visibility Tells You If You&rsquo;re in the Room. It Doesn&rsquo;t Tell You What Was Said. </strong></h2> <p>Citation frequency, inclusion rate, and portion of sound all measure presence. An motor can name you in nine of 10 answers and motionless get your pricing example incorrect in all nine. AI brand misrepresentation sits exterior what any visibility metric detects.</p> <p>Four situations call for distinct work.</p> <p><strong>High visibility, exact answers.</strong> You are in fine shape. Keep monitoring, since engines refresh their sources constantly.</p> <p><strong>High visibility, inaccurate answers.</strong> Your worst case, and the one a dashboard hides. The motor repeats you frequently and repeats you wrong, so all citation amplifies the error.</p> <p><strong>Low visibility, exact answers.</strong> A attain problem. You need additional citable, authoritative coverage. NP Digital&rsquo;s <a href="https://en.mycoding.id/category/business" target="_blank" target="_blank" rel="noreferrer noopener">study of 9 myriad AI answers</a> established that owned citations provision the sole strongest visibility lift in the data.</p> <figure><img decoding="async" width="700" height="490" src="https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-002-480x336.webp" alt="A bar diagram saying that owned satisfied delivers a powerful AI visibility lift." srcset="https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-002.webp 700w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-002-350x245.webp 350w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-002-96x67.webp 96w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-002-480x336.webp 480w" sizes=" 700px) 100vw, 700px" loading="lazy"></figure> <p><strong>Low visibility, inaccurate answers.</strong> Two jobs at once. Fix the origin matter first, afterward shove for citations, or you volition measure the incorrect story.</p> <p>In the past, this location has covered how AI answers compress a brand&rsquo;s archetypal impression, and how <a href="https://en.mycoding.id/category/business" target="_blank" target="_blank" rel="noreferrer noopener">defending your brand in AI results</a> starts alongside governance. That part explains the problem. This one gives you the scoring system, since you cannot govern what you have not measured.</p> <p>A quarterly study alongside rising citation counts can shield a fourth in which your position got worse. The numbers enhance during the answers degrade, and nothing in the study connects the two.</p> <h2 id="why-ai-answers-drift-out-of-date-and-out-of-alignment"><strong>Why AI Answers Drift Out of Date and Out of Alignment</strong></h2> <p>Two documented mechanisms explain most of what an audit turns up. Neither one is a conspiracy against your brand. Both are structural.</p> <h3 id="engines-weight-repetition-not-verification"><strong>Engines Weight Repetition, Not Verification</strong></h3> <p>Language models exterior the assertion that appears most consistently throughout their sources. A hundred directory pages carrying your 2021 location outweigh one corrected About page, and the motor cannot inform which type is true. Confident phrasing says nothing concerning input quality. The Tow Center for Digital Journalism tested eight AI hunt tools and established that they answered additional than 60 percent of queries incorrectly. Perplexity performed best, and motionless got 37 percent wrong. Every incorrect answer arrived in the identical assured spirit as a correct one. Our own NP Digital has shown that nearly fractional of marketers agreement alongside AI errors multiple times a week.</p> <figure><img loading="lazy" decoding="async" width="700" height="642" src="https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-005-480x440.webp" alt="A explanatory showing how frequently marketers agreement alongside AI errors in their work." srcset="https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-005.webp 700w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-005-350x321.webp 350w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-005-96x88.webp 96w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-005-480x440.webp 480w" sizes=" 700px) 100vw, 700px"></figure> <p>AI citation accuracy has a second layer. An motor can name a lawful origin and motionless misread it, so a correct-looking citation frequently sits under a incorrect claim. It may additionally citation a accurate assertion to the incorrect source, akin in the example below:</p> <figure><img loading="lazy" decoding="async" width="636" height="162" src="https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-004-480x122.webp" alt="An example of ChatGPT misattributing a claim." srcset="https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-004.webp 636w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-004-350x89.webp 350w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-004-96x24.webp 96w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-004-480x122.webp 480w" sizes=" 636px) 100vw, 636px"></figure> <h3 id="your-source-content-may-have-degraded-before-publication"><strong>Your Source Content May Have Degraded Before Publication </strong></h3> <p>Microsoft Research built a benchmark called DELEGATE-52 to test what happens whenever group hand documents to tongue models for repeated editing. Across 19 models and 52 expert domains, the Microsoft Research preprint recorded important misconduct complete lengthy editing workflows. Frontier models distorted approximately a fourth of document satisfied following 20 interactions. The researchers logged what they call catastrophic misconduct in additional than 80 percent of example and domain combinations, and they published their code and data in the DELEGATE-52 repository so you can inspect the method yourself. The errors were sparse, severe, and difficult to capture in review.</p> <figure><img loading="lazy" decoding="async" width="700" height="676" src="https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-001-480x464.webp" alt="Findings from Microsoft Research concerning how tongue models deteriorate in repeated editing." srcset="https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-001.webp 700w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-001-350x338.webp 350w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-001-96x93.webp 96w, https://neilpatel.com/wp-content/uploads/2026/11/ai-sentiment-and-accuracy-001-480x464.webp 480w" sizes=" 700px) 100vw, 700px"></figure> <p>NP Digital&rsquo;s <a href="https://en.mycoding.id/category/business" target="_blank" target="_blank" rel="noreferrer noopener">breakdown of the DELEGATE-52 research</a> covers the findings in full. The item current is narrower. If your merchandise pages, spec sheets, or media materials went through unsupervised AI editing before publication, an motor may citation a type of the fact that was already incorrect whenever you published it.</p> <p>This scheme explains several accuracy problems, not all of them. Check it whenever a incorrect assertion traces rear to a leaf you own.</p> <h2 id="how-to-run-an-ai-answer-accuracy-audit"><strong>How to Run an</strong> <strong>AI Answer Accuracy Audit</strong></h2> <p>An AI answer accuracy audit scores all brand-relevant reply on three axes alternatively of one pass-or-fail judgment. Each axis points to a distinct owner and a distinct fix.</p> <p><strong>Accuracy.</strong> Are the actual claims correct? Check pricing, merchandise names, leadership, locations, capabilities, and certifications.</p> <p><strong>Sentiment.</strong> Is the framing favorable, neutral, or negative? LLM brand opinion additionally covers implied signals: which competitor an answer names first, what caveat it attaches to you, and whether it gives a criticism any context.</p> <p><strong>Currency.</strong> Is the data current? A fact that was true in 2023 says as an error today.</p> <h3 id="build-the-question-set"><strong>Build the Question Set</strong></h3> <p>Start alongside 30 to 50 questions your buyers really ask. Cover tagged queries, head-to-head comparisons against named competitors, category queries anywhere you desire to appear, and issue queries your merchandise solves. Lock the wording so you measure the identical item all cycle.</p> <h3 id="run-it-across-every-engine-more-than-once"><strong>Run It Across Every Engine, More Than Once</strong></h3> <p>Run the complete set through all motor your spectators uses. ChatGPT, Google AI Overviews, AI Mode, Perplexity, Gemini, and Copilot diagram from distinct origin pools and volition differ on the identical question.</p> <p>Repeat all inquiry at smallest three times per motor before you document a finding. These systems are probabilistic, so a sole bad answer may not reproduce. A assertion that appears in all three runs is a form value acting on.</p> <h3 id="log-it-in-a-structure-you-can-query"><strong>Log It in a Structure You Can Query</strong></h3> <p>Screenshots in a shared directory volition not last a quarterly review. Use a array instead:</p> <figure><table readabilitydatatable="1"><tbody><tr><td><strong>Date</strong></td><td><strong>Engine</strong></td><td><strong>Prompt</strong></td><td><strong>Failing claim</strong></td><td><strong>Cited source</strong></td><td><strong>Axis + severity</strong></td><td><strong>Owner</strong></td></tr><tr><td>2026-11-10</td><td>ChatGPT</td><td>what does [brand] do</td><td>Lists a merchandise row former in 2024</td><td>Industry directory profile</td><td>Currency, high</td><td>Product marketing</td></tr><tr><td>2026-11-10</td><td>AI Overviews</td><td>[brand] vs [competitor]</td><td>Calls setup slow, attributes it to one review</td><td>G2 assessment page</td><td>Sentiment, medium</td><td>Customer marketing</td></tr></tbody></table></figure> <p>The cited origin pillar does the work. It turns a vague grievance into a ticket alongside an address.</p> <p>If you are motionless operating out <a href="https://en.mycoding.id/category/business" target="_blank" target="_blank" rel="noreferrer noopener">how to trait AI impact</a>, build the accuracy log alongside that attempt fairly than following it.</p> <h2 id="the-levers-that-correct-ai-misinformation-about-your-brand"><strong>The Levers That Correct AI Misinformation About Your Brand</strong></h2> <p>None of these levers is an edit button. You cannot log in anyplace and rewrite what an motor says concerning you. Here are five levers and the honest ceiling on each.</p> <h3 id="fix-the-source-not-the-symptom"><strong>Fix the Source, Not the Symptom</strong></h3> <p>Your audit log already names the pages rearward all bad answer, so activity that list. Update your own pages first, afterward communication the directory, assessment site, or publishing company rearward the rest. An motor that regenerates its answer from corrected sources produces a corrected answer. No another lever holds as reliably.</p> <h3 id="scope-structured-data-honestly"><strong>Scope Structured Data Honestly</strong></h3> <p>Clean, well-structured satisfied helps engines extract facts without guessing. Do not market schema internally as an AI fix. Google&rsquo;s AI features records states that you do not need particular schema.org organized data to appear in AI Overviews or AI Mode. Keep your markup exact and matched to the apparent page, and treat it as broad clarity work.</p> <h3 id="earn-thirdparty-credibility"><strong>Earn Third-Party Credibility</strong></h3> <p>Digital PR plant faster than waiting for your owned pages to outweigh years of existing sources. A few authoritative articles carrying correct, current data provision engines item latest to drag from.</p> <h3 id="send-platform-feedback-as-a-supplement"><strong>Send Platform Feedback as a Supplement</strong></h3> <p>Use the in-product routes, alongside realistic expectations:</p> <ul> <li><strong>ChatGPT:</strong> thumbs-down under the message, afterward choose an issue. OpenAI&rsquo;s reporting direction says reported domains and satisfied may be reviewed by its Model Quality team, which may use filters or another mitigations so ChatGPT stops relying on unreliable sources in forthcoming responses.</li> <li><strong>Google AI Overviews:</strong> thumbs-down at the base of the overview, afterward Report a problem, a category, and details. The identical authority sits in the three-dot menu, and Google&rsquo;s AI Overviews assistance leaf states plainly that the characteristic can create mistakes.</li> <li><strong>Perplexity:</strong> the emblem or study authority below the answer, or a assistance ticket alongside the query URL, the error, and the expected result.</li> </ul> <p>No vendor commits to correcting a particular answer, and none publishes a timeline.</p> <h3 id="escalate-legally-rarely"><strong>Escalate Legally, Rarely</strong></h3> <p>For genuinely defamatory claims, Google runs a distinct lawful elimination process, and OpenAI accepts satisfied reports for matter that may interrupt its conditions or the law. Involve advise before you file, and reserve this path for grave cases.</p> <figure><table readabilitydatatable="1"><tbody><tr><td><strong>Lever</strong></td><td><strong>What it fixes</strong></td><td><strong>Realistic timeline</strong></td></tr><tr><td>Source correction</td><td>The assertion at its origin</td><td>Weeks to months, formerly recrawled</td></tr><tr><td>Structured data</td><td>Clarity of extraction</td><td>Ongoing, indirect</td></tr><tr><td>Digital PR</td><td>Weight of current, dependable sources</td><td>One to two quarters</td></tr><tr><td>Platform feedback</td><td>Documentation and signal</td><td>No dedication given</td></tr><tr><td>Legal escalation</td><td>Unlawful satisfied only</td><td>Case by case</td></tr></tbody></table></figure> <h2 id="building-this-into-a-standing-practice"><strong>Building This Into a Standing Practice</strong></h2> <p>A one-time audit goes old inside weeks. New safety lands, a competitor shifts its messaging, and a viral article reframes your category. Your visibility tracking already runs on a cadence. Sentiment and accuracy need the identical treatment.</p> <p>Three habits create it stick:</p> <ol> <li><strong>Set a cadence and clasp it.</strong> Monthly suits most brands. Go weekly during a launch, a crisis, or a repositioning.</li> <li><strong>Name one owner.</strong> Someone has to run the inquiry set, log failures, and path all one. Shared ownership becomes nobody&rsquo;s job by the second quarter.</li> <li><strong>Report it beside visibility.</strong> Put accuracy numbers in the identical phase as citation counts so stakeholders peruse existence and depiction together.</li> </ol> <p>That third habit matters most. A glide showing citations up 40 percent alongside rising accuracy failures starts a helpful conversation. Two decks owned by two teams never create one.</p> <p>Track four numbers complete time: portion of answers alongside at smallest one accuracy failure, portion alongside negative opinion framing, median age of the data engines citation concerning you, and period to resolution on logged failures.</p> <p>When you build out the <a href="https://en.mycoding.id/category/business" target="_blank" target="_blank" rel="noreferrer noopener">reporting tier for AI visibility</a>, add the accuracy columns during the construction is motionless flexible. Retrofitting a example following stakeholders have settled into a dashboard is a harder sell.</p> <h2 id="faqs"><strong>FAQs</strong></h2> <h3>What is AI opinion and accuracy tracking? </h3> <div> <p>AI opinion and accuracy tracking scores what AI answers say concerning your brand alternatively of counting how frequently they citation it. You charge all answer on accuracy, sentiment, and currency, afterward log all nonaccomplishment against the origin that caused it.</p> </div> <h3>How do you inspect if AI is representing your brand accurately? </h3> <div> <p>Run a fixed set of 30 to 50 buyer questions through all motor your spectators uses and reiterate all inquiry at smallest three times. Record the answer, the cited sources, and which axis failed. Act on the patterns that reiterate throughout runs.</p> </div> <h3>How do you accurate incorrect data in ChatGPT or Google AI Overviews? </h3> <div> <p>Fix the cited origin first, afterward study the answer through the platform&rsquo;s feedback control. Neither path guarantees a change, and origin correction is the one that holds.</p> </div> <h2 id="conclusion"><strong>Conclusion</strong></h2> <p>Visibility and accuracy answer two distinct questions, and most dashboards answer lone one. Showing up in AI answers is the admission fee. An accurate, favorable, current clarification is the part that affects whether anyone buys.</p> <p>Start small. Pull 30 questions, run them throughout three engines, and log what comes rear on the three axes. Most teams discover at smallest one old fact already circulating.</p> <p>From there, nexus it to the remainder of the program. Your <a href="https://en.mycoding.id/category/business" target="_blank" target="_blank" rel="noreferrer noopener">AI visibility tracking</a> and your <a href="https://en.mycoding.id/category/business" target="_blank" target="_blank" rel="noreferrer noopener">brand defence work</a> the two sharpen whenever accuracy data sits beside them. NP Digital builds that layered measure into AI visibility programs, since existence numbers solitary depart too much unmeasured.</p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/ai-sentiment-and-accuracy-the-metric-your-visibility-dashboard-is-missing-and-how-to-calibrate-for-it-77017</guid> <pubDate>Fri, 13 Nov 2026 21:00:00 +0700</pubDate> <author><![CDATA[support@mycoding.id (Sonny Sharp)]]></author> </item> <item> <title><![CDATA[No AI Slop: A Manifesto]]></title> <description><![CDATA[No AI Slop: A Manifesto. Comments]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/no-ai-slop-a-manifesto-77019</link> <content:encoded><![CDATA[<a href="https://en.mycoding.id/category/technology" target="_blank">Comments</a>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/no-ai-slop-a-manifesto-77019</guid> <pubDate>Fri, 13 Nov 2026 20:51:56 +0700</pubDate> <author><![CDATA[support@mycoding.id (Putri Silvia)]]></author> </item> <item> <title><![CDATA[Google Tests Dropping AI Mode From Search Bar & Ask Anything]]></title> <description><![CDATA[Google Tests Dropping AI Mode From Search Bar & Ask Anything. Google is evaluation removing AI Mode from the hunt tab bar inside Google Search and additionally removing the Ask item follow-up box inside the AI Overviews in Goog...]]></description> <media:thumbnail url="https://images.seroundtable.com/google-removing-ai-mode-mNskhqGS.jpg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/google-tests-dropping-ai-mode-from-search-bar-ask-anything-77015</link> <content:encoded><![CDATA[<div class="order-4 order-4 text-lg"> <p><img src="https://images.seroundtable.com/google-fad-logo-JF1iFyLX.jpg" alt="Google Fad Logo"></p><p>Google is evaluation removing AI Mode from the hunt tab bar inside Google Search and additionally removing the Ask item follow-up box inside the AI Overviews in Google Search. This follows our reports of Google <a href="https://en.mycoding.id/category/business" target="_blank">removing the AI Mode buttons</a> from the Google homepage.</p><p>This one was spotted by Glenn Gabe who posted several screenshots on <a href="https://en.mycoding.id/category/business" target="_blank">X</a> and said, "n a test anywhere Google is NOT showing the 'Ask anything' box inside an AIO." "Also fair realized there is NO AI Mode tab in the SERP. Whoa, that's wild. Are they really evaluation removing AI Mode," he added. </p><p>Here is the screenshot of the AI Mode nexus being removed from the hunt tabs at the top:</p><p><a href="https://en.mycoding.id/category/business" target="_blank" target="_blank"><img src="https://images.seroundtable.com/google-search-ai-mode-tab-missing-UOZpUMqP.jpg" alt="Google Search Ai Mode Tab Missing"></a></p><p>Here is what I see, I cannot replicate this:</p><p><a href="https://en.mycoding.id/category/business" target="_blank" target="_blank"><img src="https://images.seroundtable.com/google-search-ai-mode-tab-bar-cNDhDJ4Z.png" alt="Google Search Ai Mode Tab Bar"></a></p><p>Here is Google removing the Ask item box at the base of the AI Overview:</p><p><a href="https://en.mycoding.id/category/business" target="_blank" target="_blank"><img src="https://images.seroundtable.com/google-search-ai-mode-ask-anything-missing-Oo54TJtt.jpg" alt="Google Search Ai Mode Ask Anything Missing"></a></p><p>Here is what it should have:</p><p><a href="https://en.mycoding.id/category/business" target="_blank" target="_blank"><img src="https://images.seroundtable.com/google-search-ai-mode-ask-anything-dYSKZNYW.jpg" alt="Google Search Ai Mode Ask Anything"></a></p><p>Here is the screenshot of AI Mode not showing on the Google homepage from ten days ago:</p><p><a href="https://en.mycoding.id/category/business" target="_blank" target="_blank"><img src="https://images.seroundtable.com/google-removing-ai-mode-mNskhqGS.jpg" alt="Google Removing Ai Mode"></a></p><p>Some doubtful that perchance Google is evaluation the monetization aspect of dropping AI Mode from its hunt results leaf since of how <a href="https://en.mycoding.id/category/business" target="_blank">ads in AI Mode acquire less</a> than in traditional hunt and it was among the reasons for <a href="https://en.mycoding.id/category/business" target="_blank">a bad earnings quarter</a>. But this power be one of Google's ongoing tests to not display certain features to several users, as it has done forever.</p><p>Forum conversation at <a href="https://en.mycoding.id/category/business" target="_blank">X</a>.</p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/google-tests-dropping-ai-mode-from-search-bar-ask-anything-77015</guid> <pubDate>Fri, 13 Nov 2026 20:45:00 +0700</pubDate> <author><![CDATA[support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz))]]></author> </item> <item> <title><![CDATA[Tech Mahindra: Consulting Intern Interview Guide and Questions]]></title> <description><![CDATA[Tech Mahindra: Consulting Intern Interview Guide and Questions. Tech Mahindra Consulting (TMC) is the advisory endeavor that helps Tech Mahindra's earth endeavor clients decide what to change and how to grasp th...]]></description> <media:thumbnail url="https://www.boardinfinity.com/blog/content/images/2026/11/feat-1794597552730-60475.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/tech-mahindra-consulting-intern-interview-guide-and-questions-77008</link> <content:encoded><![CDATA[<div class="gh-content prose prose-lg pb-8"> <p>Tech Mahindra Consulting (TMC) is the advisory endeavor that helps Tech Mahindra's earth endeavor clients decide what to change and how to grasp the value. Its teams activity on digital transformation, operational efficiency, hazard decrease and income growth. Interns contribute to live client engagements, proposals and the Artificial Intelligence (AI) tools the custom reuses.</p><p>This guide covers all ten TMC Consulting Intern tracks, from Complex Programs to Mergers and Acquisitions (M&amp;A) Advisory. It is written for engineering, discipline and administration students preparing for evidence interviews. It explains the genuine work, the skills tested, apt discussion rounds, 28 custom questions alongside example answers, a four-week scheme and the way from Pre-Placement Offer (PPO) to Engagement Manager.</p><h2 id="1-about-the-consulting-role"><strong>1. About the Consulting Role</strong></h2><p>As a TMC Consulting Intern, you are aligned to one custom and contribute to genuine outputs. These contain investigation that shapes a client recommendation, inspection rearward a endeavor case, or an AI or Generative AI (GenAI) prototype that a Partner afterward shows a client. Your activity influences what goes into a deliverable and what a client sees first.</p><p>TMC is organised akin most consulting firms, alongside horizontal capability practices cutting throughout vertical industry practices. You activity regular alongside consultants, engineers and Partners, many of whom earlier worked at firms specified as Boston Consulting Group, Deloitte and PwC or at companies akin Citibank and Cisco. For a closely connected track, peruse this <a href="https://en.mycoding.id/category/technology" target="_blank">interview guide for Tech Mahindra's Technology Transformation Consulting role</a>.</p> <hr><h2 id="2-required-skills-and-qualifications"><strong>2. Required Skills and Qualifications</strong></h2><h3 id="educational-qualifications">Educational Qualifications</h3> <h3 id="skills-overview">Skills Overview</h3> <hr><h2 id="3-day-to-day-responsibilities"><strong>3. Day-to-Day Responsibilities</strong></h2><p>A representative TMC intern week mixes client activity alongside inner building: several days supporting a live involvement or proposal, the remainder spent on research, an asset or a prototype for your practice. The archetypal set of responsibilities applies throughout all track, and the second set shows what changes depending on the custom you join.</p><h3 id="responsibilities-across-all-tracks">Responsibilities Across All Tracks</h3> <div> <div> <div> <span>1</span> </div> <div> <h4>Shadowing Live Client Engagements</h4> <p>As a shade resource, you sit in on client calls, obtain organized notes and track the actions accepted in meetings. You afterward choice up small but genuine pieces of work, specified as updating a position tracker or example a glide for the next steering committee. The aim is to detect how a Partner frames a issue and handles client pushback, afterward mirror that in your own output.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Engagement Research</h4> <p>Secondary investigation method study annual reports, regulator publications and industry studies to build a fact base, for example on how European insurers use automation in underwriting. Primary investigation method interviewing TMC experts or client staff, or operating abbreviated surveys, to inhabit gaps community data cannot. Log all fact alongside its source, since a adviser volition continually ask anywhere a figure came from.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>Quantitative and Financial Analysis</h4> <p>This is mostly spreadsheet work: sizing a market, construction a uncomplicated cost-benefit model, or comparing competitors on growth and margins. A representative project is estimating the annual funds from moving a retailer's client assistance to self-service, alongside apparent assumptions for volumes, handling period and disbursal per hour. Accuracy matters additional than complexity, and all assumption have to be apparent so a reviewer can test it.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Synthesising Findings Into Decks</h4> <p>Raw investigation becomes helpful lone formerly it becomes a storyline. You outline slides whose headlines province the insight, collection supporting data below them, and cut item that does not assistance the recommendation. When the output is a demo fairly than a deck, you manuscript the stream so a client sees the endeavor problem, the resolution and the outcome, in that order.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Developing Service Offerings</h4> <p>TMC packages its ability into repeatable offerings it can obtain to many clients, specified as an AI preparedness assessment. You assistance define what the offering includes, which client problems it solves, how it compares alongside competitor offerings and what a example deliverable looks like. You may additionally assistance build the demo that consulting and revenue teams use to showcase a new offering.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>Supporting Proposals and Business Development</h4> <p>When a client issues an RFP or a Partner spots an opportunity, the squad writes a recommendation at speed. You power investigation the client's latest results and priorities, drag applicable case studies, outline the method section, or build a staffing and timeline array for review. This shows you how consulting activity is really won before it is delivered.</p> </div> </div> <div> <div> <span>7</span> </div> <div> <h4>Building AI Prototypes and MVPs</h4> <p>You choice a crucial endeavor issue and build a Minimum Viable Product (MVP) using AI, GenAI or Agentic AI, definition AI systems that scheme and transport out multi-step tasks using tools. Examples contain a GenAI aide that answers questions from an insurer's merchandise documents, or an delegate that flags delayed shipments and drafts provider follow-ups. It need not be production-grade, but it must demonstrate endeavor value in a abbreviated demo.</p> </div> </div> <div> <div> <span>8</span> </div> <div> <h4>Researching Emerging Trends</h4> <p>Separate from client work, you track emerging trends specified as AI agents in financial institution operations or personal 5G networks in factories. The output is normally a abbreviated item of view: what the trend is, which kinds of clients it affects, and what TMC could recommendation in response. Strong trend investigation uses chief and secondary sources and ends alongside a apparent so-what for the practice.</p> </div> </div> <div> <div> <span>9</span> </div> <div> <h4>Building Proprietary Tools and Demos</h4> <p>TMC builds its own tools that consultants reuse throughout engagements, specified as a maturity appraisal calculator in Excel or a clickable dashboard demo. You power scheme the logic, build the archetypal type and test it alongside a adviser who volition use it on a client. A well-built tool saves forthcoming teams days of effort, which is why this activity gets noticed by elder leaders.</p> </div> </div> <div> <div> <span>10</span> </div> <div> <h4>Creating Accelerators and Collateral</h4> <p>Accelerators are pre-built components that speed up client delivery, specified as template frameworks, reusable code or a ready-made hazard library. Collateral covers case study one-pagers, brochures and point-of-view document used in client conversations. You may guide or assistance in creating these assets, which method keeping them accordant alongside Tech Mahindra branding and checking that all assertion in them is accurate.</p> </div> </div> </div> <h3 id="track-specific-responsibilities">Track-Specific Responsibilities</h3> <div> <div> <div> <span>1</span> </div> <div> <h4>Complex Programs Consulting</h4> <p>You associate the Program Management Value Realization and Risk Management (PGVR) team, which helps ample programs set up governance, sharpen administrator decisions, oversee hazard and demonstrate endeavor value. You scheme CXO dashboards, definition views for C-suite leaders specified as the Chief Executive Officer (CEO) or Chief Information Officer (CIO), and build Agentic AI accelerators for intelligent reporting, hazard identification, act tracking and decision support. You additionally research, prototype and build reusable resources alongside consulting and innovation teams.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Data, AI and Gen AI</h4> <p>You activity in a cross-functional squad creating AI scheme consulting assets, specified as a use-case prioritisation framework, and contributing to new AI assistance offerings. On live AI scheme projects you shade consultants as they measure a client's data maturity and shortlist use cases. You additionally run secondary and chief investigation on emerging AI and GenAI trends and summarise what they average for clients.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>Digital and Technology Strategy</h4> <p>Your activity spans digital strategy, innovation strategy, endeavor architecture and bequest modernisation. You build resources for innovation scheme engagements, assistance create assistance offerings and shade live projects, for case a phased scheme to move an insurer's decades-old guideline administration scheme to the cloud. You additionally investigation emerging digital and innovation trends through chief and secondary sources to keep the practice's item of perspective current.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>IT Governance and Agile</h4> <p>This track is hands-on shipment management. You assistance established the agile procedure for a shipment team, train and orient engineers on practices specified as sprint preparedness and retrospectives, and set up shipment achievement metrics akin sequence period and sprint predictability. You afterward operationalise the agile squad and run shipment governance activities, for example a weekly assessment of sprint metrics alongside shipment leads.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Industry Consulting: BFSI</h4> <p>You assistance market research, industry analysis, data gathering and client presentations for banks, financial services firms and insurers. That could average studying how real-time fee systems specified as India's Unified Payments Interface (UPI) alter retailing banking economics, or benchmarking a client's digital onboarding against competitors. You additionally assistance create the solutions the squad takes into client engagements.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>Forward Deployed Engineer</h4> <p>As a Forward Deployed Engineer (FDE) intern, you sit between consultants and engineers, implementing AI and data-driven solutions for clients. You collect requirements from users, configure the solution, test it against genuine scenarios, analyze data and compose specialized documentation. A representative project is configuring a document-extraction example for a client's coverage assertion forms and evaluation its accuracy on a example batch.</p> </div> </div> <div> <div> <span>7</span> </div> <div> <h4>Industry Consulting: Manufacturing</h4> <p>You investigation manufacturing trends, provision sequence processes and operational challenges specified as provider delays or inventory build-up. You assistance endeavor analysis, assistance create client deliverables and contribute to transformation recommendations. An example project is mapping a car parts maker's order-to-delivery procedure and identifying anywhere digital tools could shorten guide times.</p> </div> </div> <div> <div> <span>8</span> </div> <div> <h4>Industry Consulting: Telecom</h4> <p>You assistance market analysis, industry research, client cognition studies and digital transformation initiatives for telecom clients. Work power contain comparing operators on Average Revenue Per User (ARPU) or studying how customers charge an operator's self-care app. You assistance prepared presentations, collect and analyze data, and create insights for client engagements and strategic projects.</p> </div> </div> <div> <div> <span>9</span> </div> <div> <h4>M&amp;A Advisory</h4> <p>You assistance organisations grasp value from mergers, acquisitions, divestitures and endeavor integrations. Engagements extend Post-Merger Integration (PMI), divestiture management, Integration Program Management Offices (PMOs) and transformation governance. You power build a Day 1 preparedness checklist, track whether promised synergies are being delivered, investigation how comparable deals were integrated, or create reusable resources for the practice.</p> </div> </div> <div> <div> <span>10</span> </div> <div> <h4>Operations and Process Transformation</h4> <p>You assistance clients redesign how their operations run throughout endeavor operations and procedure reimagination, assistance design, functioning example design, procedure automation, endeavor disbursal transformation, cognitive provision sequence optimisation and provision sequence shared services. In custom you power map a retailer's returns process, place steps suited to automation and example the savings, during contributing to assets, research, resolution betterment and live engagements.</p> </div> </div> </div> <hr><h2 id="4-key-competencies-for-success"><strong>4. Key Competencies for Success</strong></h2><p>Most shortlisted candidates encounter the skills bar. What separates the interns who acquire a PPO is judgement: they construction before they research, they translate innovation into endeavor value, and they obtain ownership of inner activity that nobody is chasing.</p> <hr><h2 id="5-interview-process-at-tech-mahindra"><strong>5. Interview Process at Tech Mahindra</strong></h2><p>Campus hiring for consulting internships at technology-led advisory firms akin TMC mostly follows the sequence below. Rounds change by evidence and track, so verify the exact format alongside your placement division formerly shortlists are announced.</p> <div> <div> <div> <span>1</span> <span></span> </div> <div> <h4>CV and Track Preference Shortlist</h4> <p>Your CV is screened against the track you use for. Reviewers appearance for an engineering or discipline degree, any full-time application or industry experience, and evidence of genuine involvement in your chosen field or technology. The placement division normally coordinates this phase alongside TMC recruiters, so tailor your CV to one or two tracks.</p> </div> </div> <div> <div> <span>2</span> <span></span> </div> <div> <h4>Aptitude Test or Written Case</h4> <p>Some campuses add a timed online test of quantitative aptitude and logical reasoning, or a abbreviated written case analysed inside a fixed time. It screens for speed, accuracy and organized penning before discussion slots are allocated.</p> </div> </div> <div> <div> <span>3</span> <span></span> </div> <div> <h4>Case and Domain Interview</h4> <p>Typically conducted by a adviser or involvement guide from your mark practice. Expect a case or guesstimate, track-specific questions specified as agile metrics for IT Governance or integration preparedness for M&amp;A Advisory, and a profound dive into projects on your CV.</p> </div> </div> <div> <div> <span>4</span> <span></span> </div> <div> <h4>Partner or Senior Leadership Round</h4> <p>A Partner or Associate Partner tests motivation, client existence and how you logic concerning problems in their practice. This circular is frequently an open conversation of a trend or client circumstance fairly than a ceremonial case.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>HR Discussion</h4> <p>An HR delegate covers motivation, availability, location preferences and internship logistics, and checks traditional fit. Keep your answers accordant alongside what you stated in before rounds.</p> </div> </div> </div> Candidates conversation concerning GenAI, agile or digital transformation in buzzwords without linking them to a client outcome. If you cannot say which metric a resolution moves, specified as disbursal per claim, sprint predictability or client churn, and why a client would pay for it, interviewers peruse that as feeble consulting judgement, nevertheless powerful your specialized cognition is. <hr><h2 id="6-interview-questions"><strong>6. Interview Questions</strong></h2><p>Answer behavioural questions alongside STAR (Situation, Task, Action, Result), construction cases alongside MECE (Mutually Exclusive, Collectively Exhaustive) matter trees, and say all calculation stage aloud. Consulting interviewers measure clarity of thinking and endeavor judgement complete jargon, so attempt all inquiry out noisy in under two minutes before beginning the example answer.</p> <div id="iq-q1-wrap"> <h3>Behavioral and Company-Fit Questions</h3> <div id="iq-q1-filters"></div> <div id="iq-q1-list"></div> </div> <h3 id="consulting-technology-and-domain-questions">Consulting, Technology and Domain Questions</h3> <div id="inline-toc-container" class="inline-toc-widget bg-gray-50 border border-gray-200 rounded-lg p-6 my-8 hidden"> <p class="font-serif text-xl text-gray-800 font-bold mb-4 mt-0"> Table of Content </p> <div class="gh-toc"></div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/tech-mahindra-consulting-intern-interview-guide-and-questions-77008</guid> <pubDate>Fri, 13 Nov 2026 20:44:27 +0700</pubDate> <author><![CDATA[support@mycoding.id (Board Infinity)]]></author> </item> <item> <title><![CDATA[Tech Mahindra: Data and Artificial Intelligence Interview Guide]]></title> <description><![CDATA[Tech Mahindra: Data and Artificial Intelligence Interview Guide. Tech Mahindra's Data and AI Service Line decides which data and Artificial Intelligence (AI) deals the business pursues, how those deals are solved, and how...]]></description> <media:thumbnail url="https://www.boardinfinity.com/blog/content/images/2026/11/feat-1794598165801-1091.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/tech-mahindra-data-and-artificial-intelligence-interview-guide-77009</link> <content:encoded><![CDATA[<div class="gh-content prose prose-lg pb-8"> <p>Tech Mahindra's Data and AI Service Line decides which data and Artificial Intelligence (AI) deals the business pursues, how those deals are solved, and how the solutions are delivered to earth endeavor clients. Interns current activity on live pursuits, partner programs and client projects alongside elder leaders. Strong performers can acquire a Pre-Placement Offer (PPO).</p><p>This guide is for MBA, PGDM and B.Tech students alongside previous data or innovation cognition who are preparing for this internship. It covers the four function tracks, all listed accomplishment and responsibility, and the apt discussion rounds. It additionally includes 29 custom questions alongside example answers, a four-week scheme and the occupation way following a PPO.</p><h2 id="1-about-the-data-and-artificial-intelligence-role"><strong>1. About the Data and Artificial Intelligence Role</strong></h2><p>This is a business-and-technology internship divided into four tracks. Depending on your track, you power prepared CXO (C-suite executive) assessment packs or compose sections of a Request for Proposal (RFP) response. You power additionally build a Proof of Concept (PoC), scheme Quarterly Business Reviews (QBRs) alongside haze partners, or analyze data inner a live client project. Your output feeds genuine decisions on deals, partners and delivery.</p><p>You sit inner the Data and AI Service Line, which runs Delivery, Practice Sales, Alliances, Marketing, Operations, Learning and Development, and Innovation for clients throughout the US, Europe and Asia Pacific. Each day you activity alongside your mentor, chase and shipment leads, partner managers and, in the Growth Office, the Service Line Head. For business background, peruse this Tech Mahindra company profile.</p> <hr><h2 id="2-required-skills-and-qualifications"><strong>2. Required Skills and Qualifications</strong></h2><h3 id="educational-qualifications">Educational Qualifications</h3> <h3 id="experience-and-eligibility">Experience and Eligibility</h3> <h3 id="skills-overview">Skills Overview</h3> <hr><h2 id="3-day-to-day-responsibilities"><strong>3. Day-to-Day Responsibilities</strong></h2><p>A representative week mixes track-specific work, specified as a recommendation division or a partner tracker, alongside a fixed beat of mentor check-ins and guidance reviews. The responsibilities below are grouped by track, followed by those all intern shares despite of track.</p><h3 id="strategy-and-growth-office">Strategy and Growth Office</h3> <div> <div> <div> <span>1</span> </div> <div> <h4>Drive Unit-Wide Programs</h4> <p>You activity beside the Service Line Head on programs that cut throughout the entire unit, specified as launching a new GenAI offering or a capability run in one industry. In practice, you build the program plan, set check-ins alongside all owner and merge their updates into one view. You additionally emblem a slipping workstream early, before the caput has to ask.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Close CXO Office Initiatives</h4> <p>Asks from the CXO offices or the Service Line Head frequently attain as a sole row in a gathering or an email. You log all one alongside an owner, a due date and a status, and prosecute up all week. An item is marked closed lone whenever there is proof, specified as an approved deck, a launched offering or a signed partner agreement.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>Run Strategy and Competitive Intelligence</h4> <p>You observe what rivals specified as Accenture, TCS, Infosys, Wipro, HCLTech and Cognizant province in data and AI, including new platforms, acquisitions, partnerships and ample agreement wins. You rotate this into a abbreviated weekly note that answers one inquiry for leadership: what should alter in our offerings, pricing or mark accounts since of it?</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Prepare CXO Review Packs</h4> <p>Weekly and monthly CXO reviews run on a group that covers pipeline, shipment risks, undertaking position and the decisions guidance needs to make. You collect inputs from leaders, reconcile numbers that do not equivalent throughout sources, and build the slides and pre-read. During the meeting, you document decisions and act items so the next assessment starts from them.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Track Leader Performance</h4> <p>You keep the achievement perspective for leaders throughout Delivery and Market Makers. It typically covers measures specified as bookings, pipeline, use and client satisfaction. Each sequence you refresh the data, inspect it alongside all leader's squad and emphasize who is onward of or rearward plan. You add a one-line logic beside all figure so the Service Line Head sees the narrative rearward it.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>Track AHMs and Team Communication</h4> <p>You track All-Hands Meetings (AHMs) and wider squad communication for the unit. This covers example agendas, collecting chief updates and preparing slides. You additionally create certain key messages, specified as new wins or institution changes, attain all team, and you log the questions raised so leaders can react afterwards.</p> </div> </div> </div> <h3 id="data-and-ai-presales-and-solutioning">Data and AI Presales and Solutioning</h3> <div> <div> <div> <span>1</span> </div> <div> <h4>Support Large Deal Pursuits</h4> <p>You associate the chase squad from the archetypal client conversation through to the final proposal. Day to day, you obtain notes in finding calls, keep the chase calendar and client inquiry log current, and prompt division owners of deadlines. Your job is to create certain nothing the client asked for is missing from the final submission.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Requirement Analysis and Solution Write-Ups</h4> <p>When an RFP or a Request for Information (RFI) arrives, you interrupt it into a compliance matrix that lists all client necessity and who volition answer it. You afterward outline resolution sections, for example how the squad would migrate a bank's regulatory reporting to a haze lakehouse. The penning have to be plain adequate for a client evaluator to mark quickly.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>Executive Summaries and Pricing Inputs</h4> <p>You outline the administrator summary, the two pages a client CXO really reads. You additionally collect pricing inputs specified as squad size, roles, attempt by phase and key assumptions. You do not set the final price, but you build the Excel attempt panel the pricing squad relies on, so all figure must be traceable.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Build Decks, POVs and Demo Storylines</h4> <p>You create client-ready decks, Point of View (POV) document and demo storylines throughout data modernization, analytics, GenAI and agentic AI. A representative project is a ten-slide POV on how an insurer can use an AI delegate to triage claims. It comes alongside a demo manuscript showing the delegate study a claim, checking guideline rules and routing it to the correct team.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Research Context to Shape Win Themes</h4> <p>Before penning starts, you investigation the client's annual report, latest guidance statements, industry pressures and apt competitors. You rotate this into three or four win themes, the reasons this client should choose Tech Mahindra. One example is faster period to value through reusable accelerators. These themes afterward run through all division of the response.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>Prototype PoCs and Demos</h4> <p>You assistance build small operating prototypes on hyperscaler services, data platforms and AI tools. That could be a question-answering aide complete example merchandise manuals built alongside a cloud-hosted Large Language Model (LLM). It could additionally be a notebook showing cleaned revenue data feeding a forecast. Either way, the client sees the idea operating fairly than fair described.</p> </div> </div> <div> <div> <span>7</span> </div> <div> <h4>Maintain the Solution Asset Repository</h4> <p>You keep the archive of case studies, client credentials and reusable resolution resources current and uncomplicated to search. When a agreement squad needs three retailing data modernization references by tomorrow, you discover them and inspect they are cleared for external use. You afterward tailor them to the new pursuit.</p> </div> </div> <div> <div> <span>8</span> </div> <div> <h4>Create Collaterals alongside AI</h4> <p>You use AI tools to speed up the penning of case studies, brochures, flyers and specialized responses in question-and-answer format. The genuine accomplishment is prompting fine and afterward fact-checking and editing the draft. The final type must be accurate, on-brand and liberated of confidential client details, which sharpens your specialized penning complete time.</p> </div> </div> </div> <h3 id="data-and-ai-alliances">Data and AI Alliances</h3> <div> <div> <div> <span>1</span> </div> <div> <h4>Build and Run the Partner Ecosystem</h4> <p>You assistance build and run relationships alongside hyperscalers, data phase companies and AI vendors. In practice, you keep partner communication maps current, prepared briefing notes before partner calls and track shared commitments. The aim is for all association to create genuine opportunities, not fair a logo on a slide.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Track Programs, Certifications, Incentives and Co-Sell</h4> <p>Each partner runs programs alongside tiers, certification targets, incentives and co-sell rules. You track how many engineers clasp all certification, which incentives the component qualifies for and which opportunities are registered for co-sell. This tells the alliance guide anywhere the component stands and what to shove before a program deadline.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>Partner Business Plans and QBR Material</h4> <p>You prepared partner endeavor plans covering mark accounts, shared offerings, certification goals and pipeline targets. Every quarter, you build the QBR phase that compares scheme alongside genuine results and sets the asks for the next quarter. The identical phase serves inner leaders and the partner's team.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Run Joint Go-To-Market Campaigns</h4> <p>You assistance scheme shared go-to-market (GTM) campaigns alongside partners, specified as a webinar sequence on GenAI for manufacturers co-hosted alongside a haze provider. You outline the run brief, coordinate satisfied alongside Marketing and the partner, and track the leads generated. That way, the run is judged on pipeline, not attendance.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Map Partner Offerings to Solutions and Accounts</h4> <p>You map what all partner sells to the Service Line's solutions and precedence accounts. For example, if a client has standardised on one cloud, you acknowledge which of that partner's AI services brace alongside the unit's offerings. Account teams afterward stroll into meetings alongside a shared narrative already prepared.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>Coordinate Partner Enablement and Events</h4> <p>You coordinate enablement, specified as partner-led training and certification drives for engineers, alongside alongside shared events and gathering appearances. This method scheduling sessions, tracking attendance and certification completion, and handling logistics alongside the partner team. Missed certification targets can disbursal the component program benefits, so this tracking matters.</p> </div> </div> <div> <div> <span>7</span> </div> <div> <h4>Support Joint Account Planning</h4> <p>You assistance shared document preparedness sessions anywhere Tech Mahindra and a partner concur which client opportunities to prosecute together. You prepared the document view, including current spend, open opportunities and decision makers. Afterwards, you grasp accepted actions and owners and prosecute up so the two sides provision what they committed.</p> </div> </div> <div> <div> <span>8</span> </div> <div> <h4>Monitor Partner and Competitor Moves</h4> <p>You track partner announcements, new AI services and program changes, affirmative what competitors province alongside the identical partners. You summarise the implications in a abbreviated note. One example is a new hyperscaler delegate assistance that overlaps alongside an accelerator the component sells. You additionally propose how the Service Line should respond.</p> </div> </div> </div> <h3 id="data-and-ai-delivery-business-and-ai-analyst">Data and AI Delivery: Business and AI Analyst</h3> <div> <div> <div> <span>1</span> </div> <div> <h4>Work Inside Live Client Engagements</h4> <p>You associate live client projects and assistance rotate a endeavor issue into a operating data or AI solution. One example is elevated subscriber churn at a telecom operator. You act client calls, study how the client's endeavor really runs and assistance the squad from finding through to go-live.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Document Requirements, Use Cases and Acceptance Criteria</h4> <p>You run or assistance workshops alongside client teams, afterward document endeavor requirements, use cases and acceptance criteria. A fine acceptance criterion is testable. For example: the loan-application dashboard refreshes regular by 8 am and shows endorsement rates by branch. Vague criteria guide to disputes at sign-off, so precision current protects the project.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>Analyse Data and Build Dashboards</h4> <p>You examine client data in SQL, Excel or Python, inspect its norm and build dashboards that managers use. A logistics client, for instance, power need a perspective of shipment delays by hub and route, so operations heads can see anywhere backlogs build up all morning.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Support Model and GenAI Use-Case Development</h4> <p>You assistance data scientists and engineers by preparing data, evaluation outputs and documenting results. For a GenAI assistant, this power average construction a test set of 100 genuine person questions and scoring all answer for accuracy and spirit before the client pilot. That evidence decides whether the use case moves forward.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Track Delivery Health</h4> <p>You track milestones, risks, use and norm metrics for the engagement. Utilization is billable hours divided by accessible hours, so you can place first whenever a squad is underused or overloaded. You additionally keep a hazard log anywhere all hazard has an owner, a mitigation and a assessment date.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>Prepare Status Reports and Governance Material</h4> <p>You prepared weekly position reports and steering commission packs for client and inner reviews. Each group covers advancement against plan, risks, decisions needed and next steps. The goal is a group that lets a client sponsor create a decision in minutes fairly than asking for another meeting.</p> </div> </div> <div> <div> <span>7</span> </div> <div> <h4>Contribute to Accelerators and IP</h4> <p>When you resolve item reusable, specified as a data norm checklist or a immediate archive for agreement summarisation, you bundle it for the shipment practice. These accelerators and intelligent asset (IP) resources create forthcoming projects faster. They additionally fortify proposals, since the chase squad can display operating resources alternatively of promises.</p> </div> </div> </div> <h3 id="responsibilities-common-to-all-tracks">Responsibilities Common to All Tracks</h3> <div> <div> <div> <span>1</span> </div> <div> <h4>Own One Deliverable End to End</h4> <p>You obtain one defined deliverable, specified as a assessment pack, a recommendation section, a partner scheme or an analytics module, and own it from scoping to sign-off. Agree the range and deadline in week one, and interrupt the activity into weekly milestones. Closing it on period and to norm is the clearest evidence you can recommendation for a PPO.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Turn Raw Inputs into Executive Output</h4> <p>You obtain messy inputs specified as call notes, spreadsheets exported from distinct systems and lengthy partner emails. You rotate them into decks, dashboards, briefs and trackers a chief can use without edits. In practice, that method headline-style glide titles, accordant numbers throughout pages and one apparent ask per page.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>Run a Weekly Mentor Cadence</h4> <p>Each week you encounter your mentor to shield the plan, progress, blockers and learnings. Bring a written one-page update alongside particular asks, specified as an introduction to a shipment guide or feedback on a draft. This makes the meeting productive and shows you are driving your own internship.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Bring Data-Backed Recommendations</h4> <p>In squad discussions, go beyond summarising what happened. Bring a number, a difference or a trend, alongside alongside a recommendation. For example, you power propose which two partners deserve concentration next fourth according to co-sell pipeline and certification gaps, and explain what the component would gain.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Collaborate Across Teams to Close Open Items</h4> <p>Open items frequently sit between Delivery, Sales, Alliances and Marketing, alongside no one owning them. You discover the correct owner, prosecute up politely and verify closure. A average example is getting a case study approved by the shipment guide and formatted by Marketing before a chase deadline.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>Present a Final Project to Leadership</h4> <p>At the end of the program, you current your internship project to Service Line leadership. Treat it akin a client pitch: province the issue clearly, display your analysis, quantify the outcome you delivered and propose what should happen next. This display weighs heavily in PPO decisions, so rehearse it alongside your mentor first.</p> </div> </div> </div> <hr><h2 id="4-key-competencies-for-success"><strong>4. Key Competencies for Success</strong></h2><p>Most shortlisted candidates cognize the vocabulary of data and AI. The ones who change are those who think akin a business partner to elder leaders, linking all idea to a client outcome, a agreement or a partner.</p> <hr><h2 id="5-interview-process-at-tech-mahindra"><strong>5. Interview Process at Tech Mahindra</strong></h2><p>Campus hiring for consulting-style innovation internships at ample IT services firms normally runs in four to five stages. The exact mix depends on the evidence and the track. Prepare for the sequence below and verify the particulars alongside your placement division formerly the procedure is announced.</p> <div> <div> <div> <span>1</span> <span></span> </div> <div> <h4>Application and CV Shortlisting</h4> <p>The recruiting squad screens CVs shared through the placement division for scholarly consistency, no energetic backlogs and applicable data, analytics or innovation experience. A CV that links former activity to among the four tracks, alongside measurable outcomes, stands out.</p> </div> </div> <div> <div> <span>2</span> <span></span> </div> <div> <h4>Online Assessment or Group Discussion</h4> <p>Some campuses add an aptitude and analytics test or a collection conversation on a technology-business topic, specified as GenAI acceptance in Indian enterprises. This circular tests organized thinking, clarity and the capability to build on another people's points fairly than conversation complete them.</p> </div> </div> <div> <div> <span>3</span> <span></span> </div> <div> <h4>Functional and Technical Interview</h4> <p>This circular is normally run by Data and AI custom members. Expect questions on data platforms, BI, ML, GenAI and agentic AI, and a profound dive into your CV projects. Delivery and Presales candidates may get a SQL, Python or Excel exercise.</p> </div> </div> <div> <div> <span>4</span> <span></span> </div> <div> <h4>Case or Leadership Round</h4> <p>A elder chief gives you a abbreviated endeavor case, specified as structuring an RFP response, diagnosing a falling win charge or preparedness a partner campaign. They measure how you construction ambiguity, whether you guide alongside a recommendation, and how you clasp up under follow-up questions.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>HR and Fit Discussion</h4> <p>An HR delegate confirms your preparedness for the complete duration, your openness to relocation and your motivation for Tech Mahindra. Expect questions concerning long-term involvement in the IT services sector, since the internship is designed as a path to a PPO.</p> </div> </div> </div> Candidates who conversation fluently concerning GenAI and agentic AI but cannot tie a use case to a client outcome, a partner stack or how an IT services agreement is priced lean to autumn out at the functional or case round. A second common young female is a vague track preference. Interviewers desire to comprehend which track you desire and one former example that proves you can already do part of its work. <hr><h2 id="6-interview-questions"><strong>6. Interview Questions</strong></h2><p>Use STAR (Situation, Task, Action, Result) for behavioural questions, an answer-first construction for cases, and think aloud on specialized questions so the interviewer can prosecute your logic.</p><p>Tech Mahindra interviewers for this function attention small concerning textbook definitions and additional concerning whether you can nexus a idea to a client outcome, a agreement or a partner. The specialized obstacle is the largest since that is anywhere most candidates endure marks.</p> <div id="iq-q1-wrap"> <h3>Behavioral and Company-Fit Questions</h3> <div id="iq-q1-filters"></div> <div id="iq-q1-list"></div> </div> <h3 id="technical-questions-data-platforms-sql-ml-and-genai">Technical Questions: Data Platforms, SQL, ML and GenAI</h3> <div id="inline-toc-container" class="inline-toc-widget bg-gray-50 border border-gray-200 rounded-lg p-6 my-8 hidden"> <p class="font-serif text-xl text-gray-800 font-bold mb-4 mt-0"> Table of Content </p> <div class="gh-toc"></div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/tech-mahindra-data-and-artificial-intelligence-interview-guide-77009</guid> <pubDate>Fri, 13 Nov 2026 20:44:26 +0700</pubDate> <author><![CDATA[support@mycoding.id (Board Infinity)]]></author> </item> <item> <title><![CDATA[Tech Mahindra: Digital Enterprise Applications Interview Guide]]></title> <description><![CDATA[Tech Mahindra: Digital Enterprise Applications Interview Guide. Ace the Tech Mahindra Digital Enterprise Applications discussion alongside all 17 MBA intern tracks, skills, example questions, rounds and a 4-week prep plan.]]></description> <media:thumbnail url="https://www.boardinfinity.com/blog/content/images/2026/11/feat-1794598147680-64267.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/tech-mahindra-digital-enterprise-applications-interview-guide-77010</link> <content:encoded><![CDATA[<div class="gh-content prose prose-lg pb-8"> <p>Every invoice a client raises, all debt a financial institution approves and all laptop petition an employee records runs on an endeavor platform. Digital Enterprise Applications (DEA) is the Tech Mahindra assistance row that designs, implements and runs these platforms on SAP, Oracle, Salesforce, ServiceNow, Microsoft and Pega. Interns current study how ample companies operate.</p><p>This guide is for MBA and PGDM students preparing for the DEA internship. It explains all six practices and their seventeen intern tracks, the required and desired skills, and the regular activity in plain English. It additionally covers the discussion rounds, 28 custom questions alongside example answers, and a four-week preparedness plan.</p><h2 id="1-about-the-digital-enterprise-applications-role"><strong>1. About the Digital Enterprise Applications Role</strong></h2><p>A DEA intern plant in one custom of the assistance row and supports the group who win, scheme and provision endeavor phase work. Depending on your track, you power assistance form a client proposal, build the dashboard a custom caput reviews all Monday, outline run satisfied or document how a client procedure should run on a platform.</p><p>DEA is organised into six practices. Four are aligned to important phase partners, one covers another endeavor platforms, and one is a cross-practice consulting and innovation arm. Your activity feeds a particular custom team, but research, proposals and reports frequently diagram on inputs from delivery, alliance and promotion colleagues throughout the assistance line.</p> <h3 id="the-six-practices-and-their-internship-tracks">The Six Practices and Their Internship Tracks</h3><ul><li><strong>Consulting and Enterprise AI Solutions (CES)</strong> is the advisory and innovation arm that builds AI-led and cross-platform solutions for all of DEA. It offers two tracks: Marketing Intern and Growth Office Intern (Operations and Strategy).</li><li><strong>Enterprise Digital Services (EDS)</strong> covers platforms beyond the big ERP suites, specified as Microsoft Dynamics 365, Power Platform and Pega. It offers five tracks: Functional Consulting Intern in Customer Relationship Management (CRM), Functional Consulting Intern in Enterprise Resource Planning (ERP), Functional Consulting Intern in Business Process Management (BPM), Growth Office Intern (Operations and Strategy) and Presales and Solutions Intern.</li><li><strong>ServiceNow</strong> digitises IT, employee and client assistance workflows. It offers three tracks: Functional Consulting Intern, Growth Office Intern and Presales and Solutions Intern.</li><li><strong>SAP</strong> runs S/4HANA transformations, haze migrations and use management. It offers two tracks: Presales and Solutioning Intern and Growth Office and Operations Intern.</li><li><strong>Oracle</strong> implements Oracle Cloud Applications throughout finance, provision sequence and individual chief management. It offers three tracks: Alliances Intern, Business Operations Intern and Growth Office Intern.</li><li><strong>Salesforce</strong> builds sales, assistance and promotion solutions, alongside a profound concentration on Banking, Financial Services and Insurance (BFSI). It offers two tracks: BFSI Solutions Intern and Solutions Intern.</li></ul><hr><h2 id="2-required-skills-and-qualifications"><strong>2. Required Skills and Qualifications</strong></h2><h3 id="educational-qualifications-and-eligibility">Educational Qualifications and Eligibility</h3> <h3 id="skills-overview">Skills Overview</h3><p>The scholarly grounding expected depends on your track. Marketing matters most for the CES Marketing role, during Strategy, Operations and Finance matter most for Growth Office roles. Systems, innovation and business-process cognition matter most for consulting and resolution roles.</p> <hr><h2 id="3-desired-skills"><strong>3. Desired Skills</strong></h2><p>These are listed as desired fairly than mandatory, so missing one volition not automatically regulation you out. The track-specific groups, however, are what your track interviewer is most apt to test. Showing equal essential evidence in your own area, specified as a dashboard or a run you ran, sets you apart.</p><h3 id="core-skills-for-every-track">Core Skills for Every Track</h3> <h3 id="tools">Tools</h3> <h3 id="marketing-track">Marketing Track</h3> <h3 id="alliances-track">Alliances Track</h3> <h3 id="functional-consulting-presales-and-solutions-tracks">Functional Consulting, Presales and Solutions Tracks</h3> <hr><h2 id="4-day-to-day-responsibilities"><strong>4. Day-to-Day Responsibilities</strong></h2><p>A representative week mixes one or two larger pieces, specified as a investigation concise or a recommendation section, alongside recurring activity akin tracker updates and assessment decks. Your track decides the balance, but all intern spends genuine period chasing inputs, engaging feedback and presenting activity rear to the team.</p> <div> <div> <div> <span>1</span> </div> <div> <h4>Researching Markets, Accounts and Partners</h4> <p>Research current is continually targeted. A Growth Office intern power overview the largest personal banks to see which are modernising client platforms. An SAP presales intern power peruse a manufacturer's annual study to place flora motionless on older ERP, and an Oracle alliances intern power map which partner programmes Oracle is promoting this quarter.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Summarising Findings Clearly</h4> <p>Twenty pages of notes are of small use to a occupied custom head. You rotate them into a one-page brief: three findings, what they average for the custom and a recommended next step. Expect your archetypal outline to arrive rear alongside "so what?" written on it. Leading alongside the conclusion, afterward the evidence, is what gets a summary forwarded fairly than ignored.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>Maintaining Reports, Dashboards and Trackers</h4> <p>Growth Office and operations interns frequently own recurring outputs, specified as a weekly pipeline tracker, a deal-status panel or a Power BI perspective of income by account. Maintaining them method collecting updated numbers and reconciling two versions of the identical sheet. You additionally emblem item that moved sharply, since guidance reviews frequently run direct off these files.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Building Presentations</h4> <p>Slides are the operating tongue of a services practice. You power build the phase for a monthly custom review, a client studio read-out or a partner meeting, using the home template. The accomplishment is construction additional than design: one communication per slide, a header that states the takeaway, and a diagram a chief can peruse in ten seconds.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Supporting Functional Documentation</h4> <p>On functional consulting tracks, you assistance document how a client procedure plant today and how it should activity on the platform. That could average example a current-state map of a lead-to-opportunity stream or penning person stories for a ServiceNow petition form. It could additionally average logging requirements in a fit-gap sheet, which lists what the phase covers as norm and what needs configuration or tradition build.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>Contributing to Proposals</h4> <p>Presales and solutions interns assistance put together responses to a client's Request for Proposal (RFP). Typical inputs contain finding applicable case studies, example the credentials division and construction the resolution overview slide. You additionally inspect that all client inquiry has an answer. Along the way you see how a resolution is shaped and positioned against another bidders.</p> </div> </div> <div> <div> <span>7</span> </div> <div> <h4>Creating Marketing Content</h4> <p>On the CES Marketing track, satisfied power be a LinkedIn article announcing a new capability, a case study drafted from a project summary, a idea guidance blog or briefing notes for an event. You activity from matter supplied by custom experts. Your job is to edit it for CIOs and endeavor heads, keeping it particular and liberated of jargon.</p> </div> </div> <div> <div> <span>8</span> </div> <div> <h4>Preparing Alliance Updates</h4> <p>On the Oracle Alliances track, updates keep Tech Mahindra and Oracle aligned. An update power shield the position of shared opportunities, partner certifications earned, upcoming Oracle events value co-marketing, or a alter to a partner programme. You collect these from alliance managers and custom leads so that no one walks into a partner call alongside outdated information.</p> </div> </div> <div> <div> <span>9</span> </div> <div> <h4>Coordinating Inputs and Follow-Ups</h4> <p>Much of the activity depends on another people. A recommendation may need a business input from finance, a shipment method from an decorator and a case study from marketing, all by Thursday. You keep a catalog of who owes what, dispatch abbreviated and particular reminders, and verify whenever all part arrives so the owner knows nothing is missing.</p> </div> </div> <div> <div> <span>10</span> </div> <div> <h4>Delivering on Deadlines</h4> <p>Finishing on period method breaking your own tasks into checkpoints and speaking up first whenever item power slip. If a dashboard is needed for a Monday guidance call, complete the outline on Friday and get it reviewed, leaving period for corrections. Telling your mentor on Wednesday that a dependency is delayed is far improved than telling them on Monday morning.</p> </div> </div> <div> <div> <span>11</span> </div> <div> <h4>Acting on Feedback</h4> <p>Every outline comes rear alongside comments. Acting on feedback fine method fixing the two the item raised and the form rearward it. If your director rewrites one glide header into a takeaway, rewrite all header in the phase the identical way. Keeping a operating catalog of comments you obtain stops you repeating the identical error by week three.</p> </div> </div> <div> <div> <span>12</span> </div> <div> <h4>Documenting What You Learn</h4> <p>Write downward what you study as you go. That power be a glossary of phase terms, notes from a resolution walkthrough, or a abbreviated clarification of how a agreement moves from archetypal communication to signed contract. These notes rotate into the backbone of your final display to the team, and they assistance the next individual choice up your work.</p> </div> </div> <div> <div> <span>13</span> </div> <div> <h4>Using Digital and AI Tools Responsibly</h4> <p>You may use approved Artificial Intelligence (AI) assistants and digital tools for drafting, summarising investigation or cleaning data. Using them responsibly method sticking to tools the business has cleared and never pasting client names, contracts or financials into item else. Check all AI output before it reaches a manager, and treat the outline as a starting item fairly than a completed product.</p> </div> </div> </div> <hr><h2 id="5-key-competencies-for-success"><strong>5. Key Competencies for Success</strong></h2><p>Most shortlisted candidates can conversation concerning Excel and communication. The ones who remain out display they comprehend how an IT services endeavor makes money, how a endeavor procedure maps onto a platform, and how to provision a occupied chief the answer first.</p> <hr><h2 id="6-interview-process-at-tech-mahindra"><strong>6. Interview Process at Tech Mahindra</strong></h2><p>Campus internship processes for endeavor roles in ample IT services firms normally run complete one or two days and prosecute the form below. The exact rounds change by evidence and by track, so verify the format alongside your placement division before the day.</p> <div> <div> <div> <span>1</span> <span></span> </div> <div> <h4>Pre-Placement Talk and Track Preference</h4> <p>The business presents the assistance row and its roles, and you signify which tracks involvement you. Listen for which practices are hiring most and note the names and themes presenters stress, since these create powerful citation points in your interview.</p> </div> </div> <div> <div> <span>2</span> <span></span> </div> <div> <h4>CV Shortlisting</h4> <p>Recruiters display for eligibility, scholarly consistency and a apparent nexus between your backdrop and the track. Prior IT services, BFSI, promotion or analytics cognition helps, but a well-argued live project or competition can do the identical job for freshers.</p> </div> </div> <div> <div> <span>3</span> <span></span> </div> <div> <h4>Group Discussion or Assessment (Where Used)</h4> <p>Some campuses add a collection conversation or a abbreviated written project to narrow ample applicant pools. Topics lean to be endeavor and innovation themes, specified as AI replacing assistance jobs or haze acceptance in Indian enterprises. Evaluators observe for structure, listening and a apparent summary.</p> </div> </div> <div> <div> <span>4</span> <span></span> </div> <div> <h4>Practice and Role Interview</h4> <p>Usually conducted by custom leaders or elder consultants. Expect questions on your chosen phase or function, a endeavor procedure walkthrough, a abbreviated case or guesstimate, and probing on CV projects. This circular carries the most importance in the decision.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Human Resources (HR) and Fit Discussion</h4> <p>Often abbreviated and sometimes blended alongside the former round. It covers motivation for Tech Mahindra, elasticity on location and track, and how you grip feedback and ambiguity. Consistency alongside what you stated before matters additional than polish here.</p> </div> </div> </div> Many candidates say they desire "consulting in IT" but cannot name what a sole DEA custom does, or confuse ERP alongside CRM. If you cannot explain your chosen track's phase in two plain sentences and stroll through one endeavor procedure it supports, the custom interviewer volition assume you applied without researching the role. <hr><h2 id="7-interview-questions"><strong>7. Interview Questions</strong></h2><p>Answer behavioural questions alongside STAR (Situation, Task, Action, Result) and keep the Action part longest. For cases, province your construction before you commencement and keep the branches MECE (Mutually Exclusive, Collectively Exhaustive).</p><p>Interviewers in endeavor use practices reward plain-English explanations of platforms and processes complete memorised definitions. Practise saying all answer aloud in under two minutes.</p> <div id="iq-q1-wrap"> <h3>Behavioral and Company-Fit Questions</h3> <div id="iq-q1-filters"></div> <div id="iq-q1-list"></div> </div> <div id="iq-q2-wrap"> <h3>Role-Specific Questions: Enterprise Platforms, Processes and Practice Functions</h3> <div id="iq-q2-filters"></div> <div id="iq-q2-list"></div> </div> <div id="iq-q3-wrap"> <h3>Case, Guesstimate and Market Questions</h3> <div id="iq-q3-filters"></div> <div id="iq-q3-list"></div> </div> <hr><h2 id="8-topics-and-areas-of-focus"><strong>8. Topics and Areas of Focus</strong></h2><p>Master the archetypal three areas any your track. Then go profound on the rows that equivalent your track, using the liberated authoritative learning portals all phase vendor runs.</p> <hr><h2 id="9-preparation-plan"><strong>9. Preparation Plan</strong></h2> Freshers: concentration on apparent procedure explanations and organized answer frameworks specified as STAR and MECE, using live projects and competitions as evidence. Candidates alongside activity experience: prepared three to five effect stories alongside numbers, particularly any period you used, implemented or reported on an ERP, CRM or ticketing system, since interviewers volition investigation what you personally owned. <div> <div> <span>Week 1</span> <h4>Company and DEA Map</h4> <p>Understand Tech Mahindra, the six practices and your mark track.</p> </div> <div> <span>Week 2</span> <h4>Processes and Platform</h4> <p>Learn center processes and one phase at component level.</p> </div> <div> <span>Week 3</span> <h4>Stories and Cases</h4> <p>Build STAR stories and practise cases and guesstimates.</p> </div> <div> <span>Week 4</span> <h4>Mocks and Polish</h4> <p>Run timed mocks and fix feeble answers.</p> </div> </div> <h3 id="pre-interview-checklist">Pre-Interview Checklist</h3> <hr><h2 id="10-career-growth-next-roles"><strong>10. Career Growth &amp; Next Roles</strong></h2><p>Interns may be considered for full-time roles in their track, topic to endeavor requirements, prosperous completion of the internship and hiring policies. Tech Mahindra describes the way below as indicative, not a guaranteed heading or promotion timeline.</p><p>Progress depends on how reliably you own activity and how profound your domain or phase ability becomes. The afterward rungs indicate average progression in endeavor use practices throughout the industry.</p> <div> <div> <div> <span>1</span> <span></span> </div> <div> <h4>Intern to Entry-Level Role (Year 1)</h4> <p>After a prosperous internship and a full-time offer, you associate an entry-level consulting, solutions, marketing, alliances, operations or Growth Office role. You build foundational skills under squad guidance, specified as research, reporting, records and recommendation support. To move up, you must display that your outputs are exact the archetypal period and that you need small supervision all month.</p> </div> </div> <div> <div> <span>2</span> <span></span> </div> <div> <h4>Task and Workstream Owner (Years 2-3)</h4> <p>You obtain greater ownership of defined tasks, reports, content, proposals or project workstreams, afterward move towards broader workstream duty and deeper specialisation. You power own a entire recommendation division or a custom reporting cycle. To progress, you need apparent results tied to your name and recognised ability in one platform, industry or function.</p> </div> </div> <div> <div> <span>3</span> <span></span> </div> <div> <h4>Senior Consultant or Lead (Roughly Years 4-6)</h4> <p>Across the industry, professionals at this phase typically guide a solution, a client workstream or a custom function specified as preparedness or partner management. You guide juniors, visage clients or partners immediately and form decisions fairly than fair assistance them. Moving beyond this rung requires a document of winning or delivering activity and the rely of custom leadership.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>The Fork: People Leadership or Deep Specialist</h4> <p>Beyond the elder stage, paths normally split. The administration path leads towards practice, document or alliance leadership, anywhere you own revenue, teams and client relationships. The expert path leads towards resolution architecture, industry advisory or AI resolution leadership, anywhere your value is ability that wins large, complex deals. Both necessitate a powerful external position alongside clients and partners.</p> </div> </div> </div> <hr><h2 id="11-conclusion"><strong>11. Conclusion</strong></h2><p>The sole biggest differentiator is showing you comprehend what your chosen DEA custom really does. Explain its phase in plain English, stroll through one endeavor procedure it supports and nexus it to your own experience. Candidates who do this audio akin forthcoming colleagues fairly than applicants.</p><p>Next, prepared one tangible artefact for your track, specified as a dashboard, a satisfied outline or a procedure map, and practise the guesstimate and case structures complete aloud. For business context, peruse the Tech Mahindra company overview before your interview.</p> Today, choice your first-choice track and compose two plain sentences explaining what its phase does, afterward map one endeavor procedure it supports on a sole page. Tomorrow, say the two aloud to a companion in under two minutes. That one exercise covers the inquiry most candidates fail. <h3 id="top-tips-for-interview-success">Top Tips for Interview Success</h3> <h3 id="more-guides-on-tech-mahindra">More Guides on Tech Mahindra</h3><ul><li>Building a occupation in IT services at Tech Mahindra</li><li>Career paths and growth at Tech Mahindra</li></ul> <div id="inline-toc-container" class="inline-toc-widget bg-gray-50 border border-gray-200 rounded-lg p-6 my-8 hidden"> <p class="font-serif text-xl text-gray-800 font-bold mb-4 mt-0"> Table of Content </p> <div class="gh-toc"></div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/tech-mahindra-digital-enterprise-applications-interview-guide-77010</guid> <pubDate>Fri, 13 Nov 2026 20:44:24 +0700</pubDate> <author><![CDATA[support@mycoding.id (Board Infinity)]]></author> </item> <item> <title><![CDATA[Tech Mahindra: Finance Intern Interview Guide for MBA Students]]></title> <description><![CDATA[Tech Mahindra: Finance Intern Interview Guide for MBA Students. Every ample innovation agreement Tech Mahindra signs passes through its backing squad before it reaches the client. Finance decides whether a cost protects marg...]]></description> <media:thumbnail url="https://www.boardinfinity.com/blog/content/images/2026/11/feat-1794598181600-6069.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/tech-mahindra-finance-intern-interview-guide-for-mba-students-77011</link> <content:encoded><![CDATA[<div class="gh-content prose prose-lg pb-8"> <p>Every ample innovation agreement Tech Mahindra signs passes through its backing squad before it reaches the client. Finance decides whether a cost protects margin, whether fee conditions volition strain cash, and whether a agreement clause hides a hazard the endeavor cannot absorb. A backing intern plant inner that decision sequence from the archetypal week.</p><p>This guide is for MBA backing students at IIMs, IITs and another top campuses preparing for the Tech Mahindra Finance Intern interview. It explains the activity in plain English. It afterward covers the skills, the discussion rounds, 28 custom questions alongside example answers, a four-week preparedness plan, and the occupation way following a Pre-Placement Offer (PPO).</p><h2 id="1-about-the-finance-role"><strong>1. About the Finance Role</strong></h2><p>The Finance Intern supports two sides of the business. On the endeavor side, you assistance Sales and Delivery teams decide what a agreement should disbursal the client and what it volition acquire Tech Mahindra. On the company side, you activity on the numbers guidance uses to run the company: monthly reporting, treasury exposure, coverage and inner controls.</p><p>You volition activity alongside endeavor component backing managers and the company Financial Planning and Analysis (FP&amp;A) team, and you volition current to elder management. Expect common calls alongside shipment leads and document managers throughout period zones. Before you start, peruse this Tech Mahindra company overview for backdrop on the collection construction and assistance lines.</p> <hr><h2 id="2-required-skills-and-qualifications"><strong>2. Required Skills and Qualifications</strong></h2><h3 id="educational-qualifications">Educational Qualifications</h3> <h3 id="skills-overview">Skills Overview</h3> <hr><h2 id="3-desired-skills"><strong>3. Desired Skills</strong></h2><p>These qualities sit on top of the center requirements. None is a difficult cut-off on paper, but interviewers investigation all one through behavioural questions, so prepared a abbreviated narrative for all item below.</p> <hr><h2 id="4-day-to-day-responsibilities"><strong>4. Day-to-Day Responsibilities</strong></h2><p>A representative week mixes agreement activity alongside reporting. Monday power open alongside a pricing petition for a live proposal, midweek brings a variance assessment for the endeavor component head, and Friday closes alongside a dashboard refresh or a agreement clause that needs a backing view.</p> <div> <div> <div> <span>1</span> </div> <div> <h4>Planning, Budgeting and Forecasting</h4> <p>Each twelvemonth the endeavor component sets revenue, disbursal and border targets, afterward re-forecasts them through the year. You collect inputs from Sales on expected agreement wins and from Delivery on headcount and project ramp-ups, consolidate them in Excel, and test whether the totals are realistic against former trends. You additionally assistance pricing and agreement activity so that targets and live deals remain consistent.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Recommending Revenue and Collection Levers</h4> <p>After reviewing reports, you propose particular actions alternatively of fair describing results. Examples contain raising rates on an document priced below market, moving activity offshore to lift profitability, or chasing a client whose invoices are overdue. Collections are measured through Accounts Receivable (AR) and Days Sales Outstanding (DSO), the average figure of days the endeavor takes to collect prosperity following billing.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>Corporate MIS and Analytics</h4> <p>In company FP&amp;A you assistance prepared Management Information System (MIS) reports: the monthly and quarterly packs that display guidance revenue, margin, group disbursal and prosperity by unit. The genuine activity is pulling data from distinct units, reconciling mismatches and flagging trends, specified as one vertical whose border has slipped three months in a row.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Treasury and Insurance Risk</h4> <p>Financial Risk Management covers company treasury and insurance. Indian IT services firms invoice much of their income in dollars, euros or pounds during most expenses are in rupees, so treasury tracks abroad prosperity receivables and hedging positions. On the coverage side, you inspect that shield specified as expert liability is in row alongside the liabilities the business accepts in client contracts.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Financial Control</h4> <p>Financial authority method making certain transactions are recorded correctly and processes have appropriate checks. As an intern you power test whether all discount complete a bounds carries the correct approval, reconcile billed hours against approved timesheets, or document a authority gap. It is detailed work, and it protects the accuracy of everything alternatively backing reports.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>Acting as the Finance Hub</h4> <p>Business component financial data flows through finance, so group arrive to you for answers. A revenue caput wants document profitability, a shipment director wants project margin, and guidance wants a perspective before a client meeting. You provision one consistent, reconciled figure affirmative a abbreviated understanding on what it means, so elder managers decide on the identical facts.</p> </div> </div> <div> <div> <span>7</span> </div> <div> <h4>Supporting Lead to Cash</h4> <p>Lead to Cash (L2C) is the complete journey from a revenue guide to prosperity in the bank: opportunity, proposal, pricing, agreement signing, delivery, invoicing and collection. You study anywhere backing touches all stage, for example checking that a signed agreement is set up correctly for billing, or tracing why an invoice was disputed and paid late.</p> </div> </div> <div> <div> <span>8</span> </div> <div> <h4>Value-Based Deal Commercials</h4> <p>Financial engineering current method designing agreement conditions that activity for the two sides, not fair quoting a price. You power assistance construction a agreement anywhere the client pays small upfront during Tech Mahindra earns additional complete a longer tenure, or anywhere part of the fee is connected to endeavor outcomes. Each construction is tested in a example to verify the border motionless holds.</p> </div> </div> <div> <div> <span>9</span> </div> <div> <h4>Performance and Variance Analysis</h4> <p>Each duration you difference genuine results alongside prosperity and forecast, afterward explain the gap. If income is ₹5 crore below plan, you divided it into causes: small billable people, lesser rates, delayed project starts or prosperity movement. The output is a short, apparent note for elder administration that names the logic and the projected fix.</p> </div> </div> <div> <div> <span>10</span> </div> <div> <h4>Reports for Every Audience</h4> <p>Internal readers contain endeavor component heads and company finance. External readers can contain clients receiving a business summary or auditors asking for supporting data. You collate figures from multiple teams, inspect them, and guide all study alongside one apparent headline, specified as "Account border restored following the offshore shift", backed by the numbers underneath.</p> </div> </div> <div> <div> <span>11</span> </div> <div> <h4>Models for Large Deals</h4> <p>Large client deals frequently need tradition structures. In a Joint Venture (JV) model, Tech Mahindra and a client co-own an being and portion funding and profit. In a Build-Operate-Transfer (BOT) model, Tech Mahindra sets up and runs a centre for the client, afterward hands it complete at an accepted point. You example the investment, prosperity flows, returns and exit conditions for each.</p> </div> </div> <div> <div> <span>12</span> </div> <div> <h4>Improving Efficiency Continuously</h4> <p>The models and processes you activity on should get faster and additional dependable complete time. In custom this method turning a one-off example into a reusable template, replacing manual copy-paste steps alongside formulas or Power Query, and documenting assumptions so the next expert can update a example in an hr alternatively of a day.</p> </div> </div> <div> <div> <span>13</span> </div> <div> <h4>Reviewing Proposal Financials</h4> <p>Before a recommendation goes to a client, backing says its financial and pricing clauses. You inspect fee terms, charge cards, discounts, quantity commitments, penalties and prosperity terms, afterward evaluation what all one does to border and cash. If a 90-day fee term or an uncapped penalty is buried in the draft, you emblem its effect to the endeavor component before submission.</p> </div> </div> <div> <div> <span>14</span> </div> <div> <h4>Pricing Models and Scenarios</h4> <p>When a client sends a Request for Proposal (RFP), or whenever a agreement needs important funding from Tech Mahindra, you build multiple pricing options. A representative set compares period and material, fixed cost and managed services pricing, all alongside best, basis and worst cases for effort, staffing mix and currency. Deal leaders afterward choice the choice that can win without breaking margin.</p> </div> </div> <div> <div> <span>15</span> </div> <div> <h4>Reviewing Legal Contracts</h4> <p>You assessment lawful documents from a backing viewpoint and propose changes. In an MSA you appearance at liability caps, fee and invoicing terms, and ending clauses. In an SOW you inspect that scope, milestones and billing triggers equivalent the pricing model. In a Non-Disclosure Agreement (NDA) you verify the obligations are norm and create no unexpected cost.</p> </div> </div> <div> <div> <span>16</span> </div> <div> <h4>Prioritising Commercial Risks</h4> <p>Not all hazard deserves equal attention. You catalog the business risks in a deal, specified as prosperity exposure, client credit risk, fixed cost attempt overruns or penalty clauses, afterward position them by likelihood and financial impact. For each, you propose a mitigation: a prosperity adaptation clause, an advancement payment, a contingency in the price, or a cap on penalties.</p> </div> </div> <div> <div> <span>17</span> </div> <div> <h4>Planning Commercial Negotiations</h4> <p>Before a negotiation alongside a client, vendor or alliance partner, you assistance prepared the plan: which conditions matter most, anywhere Tech Mahindra can provision ground, the walk-away item and the numbers rearward all trade-off. For instance, you power compute how much discount the business can oversee if the client signs a three-year term alternatively of one.</p> </div> </div> <div> <div> <span>18</span> </div> <div> <h4>Building Data Models</h4> <p>Finance data rarely sits in one place. Revenue may arrive from the billing system, headcount from the Human Resources (HR) scheme and pipeline from the revenue tool. You clean, equivalent and merge these raw extracts into one organized model, for example account-level profitability, that others can rely and refresh all month.</p> </div> </div> <div> <div> <span>19</span> </div> <div> <h4>Executive Decks and Dashboards</h4> <p>Senior leaders desire the communication in minutes. You build presentations and dashboards that display the few numbers that matter, specified as income against plan, border trend, DSO and top risks, alongside a one-line takeaway on all page. Good activity current is judged on clarity: a chief should cognize what to act on without calling you to explain.</p> </div> </div> </div> <hr><h2 id="5-key-competencies-for-success"><strong>5. Key Competencies for Success</strong></h2><p>The skills complete get you through the interview. Converting the internship into a PPO needs item more: judgement that guidance can rely alongside a live deal. These traits distinct interns who are handed genuine decisions from those who remain on data collection.</p> <hr><h2 id="6-interview-process-at-tech-mahindra"><strong>6. Interview Process at Tech Mahindra</strong></h2><p>Campus hiring for backing internships at ample Indian IT services firms normally runs in four to five rounds, frequently compressed into a sole day on campus. Your placement division volition verify the exact sequence and timing for your college, so prepared for all phase below.</p> <div> <div> <div> <span>1</span> <span></span> </div> <div> <h4>Application and CV Shortlisting</h4> <p>Your CV is screened for an MBA backing major, scholarly record, internships or live projects in company finance, and evidence of Excel modelling. There is no communication at this stage; the evidence recruitment squad normally shortlists alongside input from finance. Quantified bullets, specified as a operating chief project that cut inventory days, assistance you apparent this filter.</p> </div> </div> <div> <div> <span>2</span> <span></span> </div> <div> <h4>Online Test or Case Submission</h4> <p>Many evidence processes contain a timed online test on quantitative aptitude, accounting and backing basics, and logical reasoning, or a abbreviated case to resolve and submit. Some colleges skip this circular whenever shortlists are tight. Build speed alongside percentages, ratios and uncomplicated discounting so the arithmetic never slows you down.</p> </div> </div> <div> <div> <span>3</span> <span></span> </div> <div> <h4>Group or Case Discussion</h4> <p>Shortlisted candidates may conversation a endeavor topic in a group, for example whether generative AI volition shrink IT services revenue, or how a weaker rupee affects exporters. Assessors, typically backing managers alongside HR, observe for organized thinking, use of numbers, and whether you build on another points alternatively of talking complete people.</p> </div> </div> <div> <div> <span>4</span> <span></span> </div> <div> <h4>Functional Finance Interview</h4> <p>A one-on-one or panel discussion alongside backing managers from endeavor backing or company FP&amp;A. Expect a CV profound dive, specialized questions on income recognition, pricing, DSO, variance inspection and contracts, and a abbreviated case worked out aloud. For backing roles this is normally the deciding round.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>HR and Leadership Interview</h4> <p>A conversation alongside a elder backing chief and HR covering motivation, fit alongside the rotational program, elasticity on location and the stories rearward your CV. Expect "Why Tech Mahindra?" and "Why IT services?" in several form. Results are normally shared through the placement division at the end of the day or shortly after.</p> </div> </div> </div> Candidates frequently stumble in the functional circular whenever they answer backing questions in textbook conditions but cannot nexus them to how an IT services business earns money. If you cannot explain how utilisation, offshore mix or fee conditions move border and cash, a powerful CV volition not transport the interview. <hr><h2 id="7-interview-questions"><strong>7. Interview Questions</strong></h2><p>Answer behavioural questions alongside STAR (Situation, Task, Action, Result) and keep all narrative under two minutes. For specialized questions, province the formula, shove one figure through it aloud, afterward say what it method for border or cash.</p><p>For cases, construction archetypal alongside a MECE (Mutually Exclusive, Collectively Exhaustive) breakdown, afterward calculate, afterward recommend. Finance interviewers at IT services firms reward a apparent advice backed by one accurate figure complete a lengthy catalog of considerations.</p> <div id="iq-q1-wrap"> <h3>Behavioral &amp; Company-Fit Questions</h3> <div id="iq-q1-filters"></div> <div id="iq-q1-list"></div> </div> <div id="iq-q2-wrap"> <h3>Technical &amp; Financial Questions</h3> <div id="iq-q2-filters"></div> <div id="iq-q2-list"></div> </div> <div id="iq-q3-wrap"> <h3>Case-Based &amp; Analytical Questions</h3> <div id="iq-q3-filters"></div> <div id="iq-q3-list"></div> </div> <hr><h2 id="8-topics-and-areas-of-focus"><strong>8. Topics and Areas of Focus</strong></h2><p>Master these areas before the interview. Each one maps to activity you volition do in the internship, so interviewers use them to test whether you can contribute from the archetypal week.</p> <div id="inline-toc-container" class="inline-toc-widget bg-gray-50 border border-gray-200 rounded-lg p-6 my-8 hidden"> <p class="font-serif text-xl text-gray-800 font-bold mb-4 mt-0"> Table of Content </p> <div class="gh-toc"></div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/tech-mahindra-finance-intern-interview-guide-for-mba-students-77011</guid> <pubDate>Fri, 13 Nov 2026 20:44:22 +0700</pubDate> <author><![CDATA[support@mycoding.id (Board Infinity)]]></author> </item> <item> <title><![CDATA[Tech Mahindra: Manufacturing Vertical Intern Interview Guide]]></title> <description><![CDATA[Tech Mahindra: Manufacturing Vertical Intern Interview Guide. Tech Mahindra's Manufacturing Business Unit sells technology-led transformation, built on Artificial Intelligence (AI), the Internet of Things (IoT) and au...]]></description> <media:thumbnail url="https://www.boardinfinity.com/blog/content/images/2026/11/feat-1794598187175-38053.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/tech-mahindra-manufacturing-vertical-intern-interview-guide-77012</link> <content:encoded><![CDATA[<div class="gh-content prose prose-lg pb-8"> <p>Tech Mahindra's Manufacturing Business Unit sells technology-led transformation, built on Artificial Intelligence (AI), the Internet of Things (IoT) and automation, to companies that create cars, aircraft, chemicals and manufacturing equipment. Interns in this component assistance decide which segments to pursue, which partners to bring in, and how the narrative reaches a factory caput or a innovation buyer.</p><p>This guide is for administration students preparing for the three Manufacturing internships: Strategy &amp; Marketing, Partnership &amp; Go-To-Market (GTM), and Market Maker. It covers what all track does day to day, the skills tested, 28 role-specific discussion questions alongside answer guides, a four-week scheme and the growth way following a Pre-Placement Offer (PPO).</p><h2 id="1-about-the-manufacturing-role"><strong>1. About the Manufacturing Role</strong></h2><p>Interns current activity as the endeavor brain rearward a innovation sale. One week you power size the chance for AI-led norm inspection in car component plants. The next, you rotate that investigation into a ten-slide case for leadership. Your output shapes anywhere the component spends revenue effort, promotion prosperity and partner time.</p><p>All three tracks sit in the identical component and portion a center of research, GTM and thought-leadership work, afterward branch out. Strategy &amp; Marketing leans toward endeavor cases and campaigns. Partnership &amp; GTM leans toward hyperscalers and niche innovation partners, and Market Maker toward document investigation and pipeline. If you are new to the company, commencement alongside this Tech Mahindra company profile.</p> <hr><h2 id="2-required-skills-and-qualifications"><strong>2. Required Skills and Qualifications</strong></h2><h3 id="educational-qualifications">Educational Qualifications</h3> <h3 id="skills-overview">Skills Overview</h3> <hr><h2 id="3-desired-skills"><strong>3. Desired Skills</strong></h2><p>Desired skills are not listed as must-haves, so missing one volition not regulation you out. Showing three or four of them, alongside evidence, tells the panel you can contribute from week one.</p> <hr><h2 id="4-day-to-day-responsibilities"><strong>4. Day-to-Day Responsibilities</strong></h2><p>A representative week mixes array research, Excel models and glide example alongside meetings throughout strategy, marketing, revenue and partner teams. All three tracks portion six center responsibilities, and all track afterward adds its own work, set out below.</p><h3 id="core-responsibilities-across-all-three-tracks">Core Responsibilities Across All Three Tracks</h3> <div> <div> <div> <span>1</span> </div> <div> <h4>Market Intelligence and Insights</h4> <p>Each week you track what is moving in earth manufacturing, AI and technology: a carmaker announcing a new electric conveyance (EV) platform, a competitor IT resolute winning a factory modernisation deal, a new GenAI tool for shop-floor engineers. You log these in a tracker, analyze competitor moves and emblem growth openings, specified as a section alongside no packaged resolution yet, that should form GTM priorities.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Cross-Team GTM Playbooks</h4> <p>You sit between strategy, merchandise and promotion colleagues to rotate a resolution into a repeatable GTM playbook: mark segment, buyer, message, conduit and revenue assets. In custom this method chasing merchandise inputs, aligning promotion timelines alongside revenue priorities, and co-creating matter alongside partner teams so everyone launches the identical narrative in the identical week.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>GTM Design and Execution</h4> <p>Insights matter lone formerly they rotate into a plan. You assistance change investigation into customer-centric GTM strategies for particular segments and geographies, for case North American aerospace suppliers versus Indian car component makers. You afterward assistance run execution, track responses and measure effect by section and area so the squad knows anywhere to twice down.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Customer and User Research</h4> <p>You study the group who would use a solution: factory heads, care engineers, provision sequence managers. From interviews, revenue call notes and forums you grasp ache points, build personas specified as a norm caput at a pharma factory concerned concerning audit failures, and nourish those needs into resolution roadmaps so the merchandise squad builds what buyers really want.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Hyperscaler and Value Chain Plays</h4> <p>You study how hyperscalers specified as AWS, Microsoft Azure and Google Cloud bundle offerings for three domains: aftersales (parts, assistance and warranty), AutoFIN (automotive backing specified as conveyance loans, leasing and dealer funding) and provision chain. The aim is to place anywhere Tech Mahindra and a hyperscaler can co-innovate on a resolution that scales throughout many clients fairly than one tradition project.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>Thought Leadership and Executive Decks</h4> <p>You contribute research, drafts and charts to whitepapers, strategic narratives and administrator presentations that stance the component as a chief in manufacturing transformation. A representative project is a archetypal outline of a document on GenAI for provider quality, backed by originated data. For Market Maker interns, penning thought-leadership document is additionally a named part of the track.</p> </div> </div> </div> <h3 id="strategy-marketing-intern">Strategy &amp; Marketing Intern</h3> <div> <div> <div> <span>7</span> </div> <div> <h4>Strategic Analysis and Segment Fitment</h4> <p>When guidance considers a new segment, say electric two-wheeler makers or defence electronics suppliers, you test endeavor fitment. Is the section ample enough, do current offerings resolve its problems, and can the component win against incumbents? You collect the data, example the inquiry alongside your director and current a apparent fit or no-fit perspective alongside the reasoning rearward it.</p> </div> </div> <div> <div> <span>8</span> </div> <div> <h4>Market and Competitor Benchmarking</h4> <p>You build an understanding of a market and benchmark competitors in it. That method comparing how firms specified as TCS, Infosys, HCLTech or Accenture current their manufacturing offerings, which partners they highlight, what case studies they publish and how they bundle solutions, afterward summarising anywhere Tech Mahindra is ahead, at par or behind.</p> </div> </div> <div> <div> <span>9</span> </div> <div> <h4>Market Sizing and White Space</h4> <p>You evaluation how big an chance is, for example annual expend on norm inspection automation in car component plants, using top-down and bottom-up methods in Excel. Alongside, you run white-space inspection at the vertical level, mapping client problems the current portfolio does not yet address, so guidance can see anywhere a new offering would land.</p> </div> </div> <div> <div> <span>10</span> </div> <div> <h4>Financial and Operational Analysis</h4> <p>Some questions are concerning numbers fairly than markets. You may analyze the disbursal and income overview of a projected offering, difference shipment models, or assessment operational data specified as how lengthy deals obtain to close. The goal is to resolve a genuine endeavor difficulty in the technology, AI or manufacturing area alongside evidence fairly than opinion.</p> </div> </div> <div> <div> <span>11</span> </div> <div> <h4>Business Cases and Recommendations</h4> <p>You collect endeavor cases and presentations that end in a apparent recommendation: invest, partner, delay or drop. This involves collecting inputs from finance, shipment and revenue colleagues, structuring the storyline and refining it alongside leadership, so your output feeds immediately into strategic priorities for earth manufacturing clients.</p> </div> </div> <div> <div> <span>12</span> </div> <div> <h4>Value Propositions and Messaging</h4> <p>You study to rotate specialized capability into endeavor benefit. An IoT phase becomes "fewer unplanned stoppages on the media line"; a device imagination example becomes "fewer defective parts reaching the customer". You outline value propositions and messaging by buyer, so revenue and promotion teams conversation in outcomes a manufacturing administrator cares about.</p> </div> </div> <div> <div> <span>13</span> </div> <div> <h4>Campaigns, Content and Digital Assets</h4> <p>You scheme and assistance execute promotion campaigns for key client segments, including the GTM initiate of particular products and solutions. The activity includes construction satisfied and promotion strategies, briefing designers on digital resources specified as landing pages, LinkedIn posts and resolution brochures, and shaping thought-leadership satisfied for manufacturing audiences.</p> </div> </div> <div> <div> <span>14</span> </div> <div> <h4>Global Events and Sponsorships</h4> <p>You assistance earth promotion events anywhere the component meets manufacturing buyers, from ample commerce fairs to invite-only roundtables. Tasks contain finding sponsorship opportunities, preparing proposals to safe them, tracking booth and speaker logistics, preparing collateral and making certain post-event follow-ups attain the revenue squad inside days.</p> </div> </div> <div> <div> <span>15</span> </div> <div> <h4>Marketing Metrics and Analytics</h4> <p>You study which numbers demonstrate promotion worked. Brand visibility shows in attain and portion of voice, guide generation in qualified leads and meetings, and pipeline effect in the agreement value a run influenced. You build uncomplicated dashboards that let guidance difference campaigns and decide anywhere the next component of prosperity should go.</p> </div> </div> </div> <h3 id="partnership-gtm-intern">Partnership &amp; GTM Intern</h3> <div> <div> <div> <span>16</span> </div> <div> <h4>Partner Evaluation and Fitment</h4> <p>You measure possible partners throughout technology, AI and manufacturing domains, from ample application platforms to small manufacturing AI firms. Using a scorecard, you inspect whether a partner fills a genuine gap in the portfolio, has citation customers, fits commercially and serves the identical buyers, afterward propose whether the alliance is value pursuing.</p> </div> </div> <div> <div> <span>17</span> </div> <div> <h4>Market Scans and Alliance Benchmarking</h4> <p>You scan the market for emerging innovation players and benchmark how competitors run their alliances: which hyperscalers and application firms they partner with, what tier they clasp in partner programmes, and which shared offerings they promote. The output shows anywhere Tech Mahindra's partner ecosystem has gaps or advantages.</p> </div> </div> <div> <div> <span>18</span> </div> <div> <h4>Synergies and Due Diligence</h4> <p>Before a alliance moves forward, you assistance acknowledge synergies: overlapping customers, complementary products and shared offerings neither flank could build alone. You additionally assistance due diligence by collecting citation cases, financial health signals, safety and compliance details, and any risks the lawful or alliance squad should review.</p> </div> </div> <div> <div> <span>19</span> </div> <div> <h4>Partner Onboarding to Activation</h4> <p>You get visibility to the complete partner lifecycle. After evaluation comes onboarding (agreements, contacts and systems access), enablement (training revenue and pre-sales teams on the shared offer) and activation (the archetypal shared pipeline). A shared tracker alongside owners and dates keeps a newly signed partner from sitting idle.</p> </div> </div> <div> <div> <span>20</span> </div> <div> <h4>Co-Creating Joint Solutions</h4> <p>You study to co-create shared solutions alongside hyperscalers and niche players and obtain them to market. One example is combining a haze provider's data platform, a niche firm's device imagination example and Tech Mahindra's integration services into one packaged recommendation for weld inspection, alongside a defined scope, pricing logic and mark document list.</p> </div> </div> <div> <div> <span>21</span> </div> <div> <h4>Joint GTM Plays and Kits</h4> <p>With inner and partner teams, you assistance scheme organized shared GTM plans: which accounts to mark together, which events to act and who leads all conversation. You build the supporting revenue kits and throw decks, including the one-slide story, competitor battlecards, case studies and exception handling, so the two revenue teams throw consistently and create shared value.</p> </div> </div> <div> <div> <span>22</span> </div> <div> <h4>Partnership Proposals and Business Cases</h4> <p>You prepared alliance proposals, presentations and endeavor cases that explain why a alliance makes sense, what all flank contributes, expected income and costs, and the milestones for review. These go to alliance guidance and cross-functional teams for a decision, so the logic and numbers must clasp up under questioning.</p> </div> </div> <div> <div> <span>23</span> </div> <div> <h4>Partner and Account Coordination</h4> <p>You activity immediately alongside partner managers, document teams and pre-sales on live GTM initiatives. A applicable example: aligning a partner's site revenue rep and Tech Mahindra's document director on a shared gathering alongside a mark client, preparing the concise for the pre-sales demo, and capturing accepted next steps following the call.</p> </div> </div> <div> <div> <span>24</span> </div> <div> <h4>Partner Events and Sponsorships</h4> <p>You contribute to earth promotion events run alongside partners, managing sponsorship commitments, co-branded matter and partner speaking slots. Attending important industry events additionally gives you a live perspective of how customers and partners interact, which questions buyers ask at the booth and how genuine agreement conversations begin.</p> </div> </div> </div> <h3 id="market-maker-intern">Market Maker Intern</h3> <div> <div> <div> <span>25</span> </div> <div> <h4>Positioning Across Manufacturing Segments</h4> <p>You assistance form how the component is positioned throughout automotive, discrete, process, aerospace and defence manufacturing. Each needs a distinct story: a carmaker cares concerning initiate speed and the EV transition, a chemicals factory concerning output and safety, an aerospace provider concerning certification and maintenance. Your investigation decides which communication leads in all segment.</p> </div> </div> <div> <div> <span>26</span> </div> <div> <h4>Research, Data and Trends</h4> <p>You behavior in-depth research, analyze data and acknowledge trends that assistance strategic decisions. Sources contain annual reports, capitalist presentations, authorities guideline documents and publications from bodies specified as the Society of Indian Automobile Manufacturers (SIAM). The deliverable is an understanding alongside an conclusion for the business, not a heap of facts.</p> </div> </div> <div> <div> <span>27</span> </div> <div> <h4>Niche Product GTM Execution</h4> <p>You assistance GTM for niche products, offerings built for a narrow use case specified as care analytics for airplane components. Execution excellence method owning the details: initiate checklists, asset deadlines, mark document lists and follow-ups, so a well-designed GTM scheme does not neglect at the shipment stage.</p> </div> </div> <div> <div> <span>28</span> </div> <div> <h4>Account Intelligence and White Space</h4> <p>You investigation strategic manufacturing accounts in depth: their endeavor units, chief spending plans, innovation priorities, guidance changes and current vendors. Then you map pale area at document level, showing which client needs Tech Mahindra does not yet serve, so the document squad walks into meetings alongside particular growth ideas.</p> </div> </div> <div> <div> <span>29</span> </div> <div> <h4>Demand Generation and Nurturing</h4> <p>Working alongside revenue teams, you study applicable petition generation: operating outreach and satisfied programmes that create interest, qualifying leads by fit and intent, and nurturing them alongside applicable follow-ups, specified as a case study or a studio invitation, until they are prepared for a revenue conversation.</p> </div> </div> <div> <div> <span>30</span> </div> <div> <h4>Market Development Funds</h4> <p>You study how to use Market Development Funds (MDF), prosperity innovation vendors specified as hyperscalers provision partners for shared marketing, alongside alongside another partner program benefits. That involves proposing a funded campaign, gathering the vendor's endorsement and proof-of-execution rules, and reporting results so forthcoming backing requests are easier to justify.</p> </div> </div> <div> <div> <span>31</span> </div> <div> <h4>Pipeline Tracking on CRM</h4> <p>You build ability in pipeline tracking and inspection using Customer Relationship Management (CRM) tools, dashboards and reports. That method keeping chance data clean, tracking phase movement, and spotting patterns, specified as deals that stall following the archetypal meeting, afterward reporting them so revenue and promotion can act.</p> </div> </div> <div> <div> <span>32</span> </div> <div> <h4>Executive Briefs and Outreach</h4> <p>You outline briefs, proposals and outreach satisfied for elder manufacturing executives, specified as a one-page document concise before a C-suite gathering or a personalised note to a newly appointed factory head. The accomplishment is saying item helpful in extremely few words, which is what opens doors in new client accounts.</p> </div> </div> </div> <hr><h2 id="5-key-competencies-for-success"><strong>5. Key Competencies for Success</strong></h2><p>The skills complete get you shortlisted. These behaviours lean to distinct interns who acquire a PPO from those who merely complete the internship, since they indicate how manufacturing innovation is really sold: through outcomes, partners and careful execution.</p> <hr><h2 id="6-interview-process-at-tech-mahindra"><strong>6. Interview Process at Tech Mahindra</strong></h2><p>The exact sequence depends on your evidence and the hiring scheme for the year. Management internships at ample IT services firms normally prosecute the five stages below, alongside the center rounds focused on organized thinking and cognition of the manufacturing sector.</p> <div> <div> <div> <span>1</span> <span></span> </div> <div> <h4>Application and CV Shortlisting</h4> <p>Applications normally go through your placement cell. Recruiters, typically alongside input from the endeavor unit, display for analysis, promotion or scheme projects and a apparent involvement in manufacturing or technology. A CV row alongside a measurable outcome, specified as a market you sized or sponsorship you raised, helps.</p> </div> </div> <div> <div> <span>2</span> <span></span> </div> <div> <h4>Assessment or Group Discussion</h4> <p>Some campuses see an aptitude test, a abbreviated written case or a collection conversation before interviews. A conversation on a topic specified as GenAI in Indian manufacturing tests whether you add construction and facts fairly than volume. The placement squad or recruiters normally run this stage.</p> </div> </div> <div> <div> <span>3</span> <span></span> </div> <div> <h4>Functional Interview alongside the Business Unit</h4> <p>Managers from the manufacturing squad investigation your CV, afterward test function skills: market sizing, a GTM or alliance scenario, section knowledge, and how you use Excel or GenAI. Expect follow-ups that shove one flat deeper than your archetypal answer.</p> </div> </div> <div> <div> <span>4</span> <span></span> </div> <div> <h4>Senior Leadership Discussion</h4> <p>A elder chief from the vertical may measure fit, maturity and communication. Questions centre on why Tech Mahindra, your track penchant and how you grip ambiguity. Short, assured answers alongside one example all activity best.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>HR Discussion and Offer</h4> <p>HR covers internship dates, location, stipend and documentation, and confirms your interest. Offers are typically communicated through the placement cell. The PPO decision comes afterward and depends on your achievement during the internship.</p> </div> </div> </div> Candidates depict Tech Mahindra lone as an IT outsourcing business and conversation concerning AI or IoT in broad terms, without linking them to a manufacturing buyer, a endeavor metric and a GTM action. In functional rounds, an unstructured market-sizing answer or vague cognition of competitors tends to end the conversation quickly. <hr><h2 id="7-interview-questions"><strong>7. Interview Questions</strong></h2><p>Use Situation, Task, Action, Result (STAR) for behavioral stories, and province a construction before answering GTM, alliance and case questions. For estimation, say all assumption aloud and keep your branches Mutually Exclusive, Collectively Exhaustive (MECE). Panels for endeavor roles of this benevolent reward apparent structure, evidence of investigation and a advice at the end, not memorised scripts.</p><h3 id="behavioral-company-fit-questions">Behavioral &amp; Company-Fit Questions</h3> <div id="inline-toc-container" class="inline-toc-widget bg-gray-50 border border-gray-200 rounded-lg p-6 my-8 hidden"> <p class="font-serif text-xl text-gray-800 font-bold mb-4 mt-0"> Table of Content </p> <div class="gh-toc"></div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/tech-mahindra-manufacturing-vertical-intern-interview-guide-77012</guid> <pubDate>Fri, 13 Nov 2026 20:44:19 +0700</pubDate> <author><![CDATA[support@mycoding.id (Board Infinity)]]></author> </item> <item> <title><![CDATA[Someone's Impersonating This Blog]]></title> <description><![CDATA[Someone's Impersonating This Blog. Comments]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/someone-s-impersonating-this-blog-77020</link> <content:encoded><![CDATA[<div itemprop="articleBody"> <p>I was googling the name of my website, as one does occasionally, and was amazed to see a nexus to one of my blog posts on mataroa.site. At archetypal I figured it was fair an substitute domain name for <a href="https://en.mycoding.id/category/technology" target="_blank">mataroa.blog</a>, but no, whenever you category mataroa.site into your browser, it shows you <em>my blog</em>. It's the lone item that's hosted there.</p> <p>My next idea was that person bought me a URL, but that can't be the case either: using a tradition domain on mataroa requires a premium account, which I don't have. 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If the topic matter didn't tip them off, it have to be apparent from the 0 comments on most posts that this is not an endeavor ripe for monetization. </p> <p>If they fair wanted a counterfeit blog to scam adsense, certainly a ample tongue example would happily spew out additional SEO-friendly slop than item I have to offer. If their goal was to leech off the fame of mataroa, why not impersonate among the blogs alongside multiple front-page appearances on the orange website? Surely they have additional SEO beverage than me. Nothing concerning this makes any sense.</p> <p>Anyway, the URL is registered alongside Namecheap, so I <a href="https://en.mycoding.id/category/technology" target="_blank">sent them an abuse report</a>. I have no idea if they'll act on it. They don't appear to have a fine track document of giving a crap unless the satisfied is really hosted alongside them. </p> <p>It's hosted alongside Cloudflare, and the abuse reporting form they importune you use <a href="https://en.mycoding.id/category/technology" target="_blank">straight-up doesn't work</a>. Click "Submit an abuse report" and it'll obtain you to a entirely blank page. Very encouraging.</p> <p>I'd have to dox myself to do a DMCA takedown, and I don't have the lawful resources to do item whenever it gets ignored. So if neither evil company cares to do anything, I conjecture I can fair get fucked. I fig the finest item I can do to defend myself is document everything here. If you see a nexus to mataroa.site, it's not affiliated alongside me or mataroa. It seems akin it isn't set up to scam group or allocate malware at the moment, but it likely volition in the future. Be careful.</p> <h2 id="edit">Edit</h2> <p>The indicator leaf additionally has a meta tag alongside a verification code for mitgo.com, a fake-looking website alongside several term dish identifying it as several benevolent of ad/SEO scamming phase or service. Will try to examine this further.</p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/someone-s-impersonating-this-blog-77020</guid> <pubDate>Fri, 13 Nov 2026 20:41:09 +0700</pubDate> <author><![CDATA[support@mycoding.id (Putri Silvia)]]></author> </item> <item> <title><![CDATA[The 4 types of people Dario Amodei said he won’t hire — and what Anthropic looks for instead]]></title> <description><![CDATA[The 4 types of people Dario Amodei said he won’t hire — and what Anthropic looks for instead. Anthropic CEO Dario Amodei stated he spends 40-50% of his period focusing on endowment and culture.]]></description> <media:thumbnail url="https://i.insider.com/6af749310cc3ffba8779ce3b?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/the-4-types-of-people-dario-amodei-said-he-won-t-hire-and-what-anthropic-looks-for-instead-77001</link> <content:encoded><![CDATA[<div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://i.insider.com/6af74928cbe21204707353ae?width=2000&amp;format=jpeg&amp;auto=webp" srcset="https://i.insider.com/6af74928cbe21204707353ae?width=400&amp;format=jpeg&amp;auto=webp 400w, https://i.insider.com/6af74928cbe21204707353ae?width=500&amp;format=jpeg&amp;auto=webp 500w, https://i.insider.com/6af74928cbe21204707353ae?width=700&amp;format=jpeg&amp;auto=webp 700w, https://i.insider.com/6af74928cbe21204707353ae?width=1000&amp;format=jpeg&amp;auto=webp 1000w, https://i.insider.com/6af74928cbe21204707353ae?width=1300&amp;format=jpeg&amp;auto=webp 1300w, https://i.insider.com/6af74928cbe21204707353ae?width=2000&amp;format=jpeg&amp;auto=webp 2000w" sizes=" 1280px) 900px" alt="Dario Amodei, Anthropic&#039;s CEO at Anthropic&#039;s agency in San Francisco in April 2026" decoding="sync"> </p></div> <figcaption e-name="image-caption"> <span e-name="image-source" itemprop="creditText">Bloomberg/Getty Images</span> <svg aria-hidden="true" focusable="false" xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewbox="0 0 24 24"> <path fill="currentColor" fill-rule="evenodd" d="m4.56 18.5 7.486-7.72 7.394 7.626 2.56-2.64L12.046 5.5 2 15.86l2.56 2.64Z"></path> </svg> <span>Anthropic CEO Dario Amodei stated endowment and civilization "are the most crucial things" for a company.</span> </figcaption> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p>Don't annoy applying for a job at Anthropic if your goal is to be the celebrity of the show.</p><p>"We don't desire group who are jerks. We don't desire group who try to pilfer the display and don't activity fine alongside others. We don't desire group who aren't oriented towards the community benefit," Amodei told Dimon.</p><p>Amodei, who worked as vice chairman of investigation at <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">research at OpenAI</a> and was a elder investigation researcher at Google Brain, stated endowment and civilization "are the most crucial things" for a company. He stated he now devotes 40% to 50% of his period to focusing on those priorities.</p><h2 id="c779d489-f6b9-4e24-bdf7-430b1014beca" data-toc-id="c779d489-f6b9-4e24-bdf7-430b1014beca"><strong>'High-trust, low-ego'</strong></h2><p id="c779d489-f6b9-4e24-bdf7-430b1014beca">The CEO stated that endowment and civilization create technology, and the company's existence and how it's viewed by the community comes from the endowment and intentions of the group who build that<strong> </strong>technology. Amodei stated he and his six cofounders decided at the company's founding that endowment and civilization would be their priority.</p><p>"If you rod to that consistently, it's achy in the abbreviated run. But you get a squad anywhere everyone plant together, and everyone is on the identical side," Amodei said.</p><p id="c779d489-f6b9-4e24-bdf7-430b1014beca">Anthropic describes itself as a <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">"high-trust, low-ego organization"</a> on its website, and in its IPO filing stated that "teams run in a truth-seeking surroundings anywhere the finest disagreement wins, not the loudest sound or the most elder title." </p><p id="c5bf59da-f8c8-4c92-b731-fdb2320762e4">Amodei told Dimon that<strong> </strong>he encourages another leaders to display honesty and trust. He stated that all two weeks he holds a "Dario Vision Quest," an all-hands gathering anywhere he stated he speaks to the business concerning what's going on.</p><p id="c5bf59da-f8c8-4c92-b731-fdb2320762e4">Amodei stated he tries not to conceal things from personnel and doesn't depend on company jargon. That creates an surroundings anywhere workforce can rely leaders and leaders can rely employees, he said.</p> <p>"Everyone feels that we're being honest alongside them," Amodei said, adding that this carries "enormous value."</p><h2 id="2519b37c-0e22-4cca-98bf-22857fe3da3f" data-toc-id="2519b37c-0e22-4cca-98bf-22857fe3da3f"><strong>A concentration on retention</strong></h2><p>Amodei told Dimon that the method plant since workforce portion the identical values and a average goal. Whether the project is training a model, gathering a safety objective, construction a product, or advancing a guideline priority, "the entire business comes together to create it happen," he said.</p><p>Amodei stated that maintaining that benevolent of surroundings has helped alongside retention, which is crucial stated the company's dependence on elder leaders and key specialized squad members. Amodei stated that all seven cofounders, including himself, are motionless at the company, alongside alongside complete three-quarters of its archetypal 100 employees. In its IPO filing, Anthropic stated it informed lone concerning 1% "regrettable attrition" in a 12-month period.</p><p>Amodei added that it's a "relatively frequent" event for workforce to arrive rear following leaving. He stated two important merchandise workforce remaining and came rear following two weeks.</p><p>"They said, 'Sorry, we didn't value what we had,'" Amodei stated concerning their return.</p> </div> <h2>Read next</h2> <div data-recommendations-content data-track-click-shared='&quot;Read next&quot;}'> <div e-name="read-next-list" data-recommendations-list> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> </div> </div> <a e-name="read-next-image-link" data-recommendations-image-link data-recommendations-link tabindex="-1"> <p><img alt=""> </p> </a> <h3> <a e-name="read-next-title-link" data-recommendations-link data-recommendations-title></a> </h3> <div data-component-type="post-bottom-authors" data-load-strategy="exclude" data-track-view='&quot;module_in_view&quot;}' data-track-click-shared='&quot;navigation&quot;}'> <div data-track-view='&quot;module_in_view&quot;}'> <div> <p><span>Ana&nbsp; writes concerning office trends, careers, and how AI is reshaping application engineering roles. She additionally regularly interviews C-suite executives concerning their trajectories and guidance insights.</span><span>Ana is the presenter of "Get Better at Work," a sequence that offers direction concerning the habits and behaviors that can assistance workers remain out and build their careers. She additionally hosts "Work Shift," which breaks downward the biggest office news of the week. She holds a master&rsquo;s flat in multimedia reporting from NYU and has been featured on BBC, NPR, and another earth media platforms.</span><span>Have a tip? You can communication her via email at<span> aaltchek@businessinsider.com&nbsp;</span>or through the secure-messaging app Signal at <span>aalt.19.</span></span> </p> </div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/the-4-types-of-people-dario-amodei-said-he-won-t-hire-and-what-anthropic-looks-for-instead-77001</guid> <pubDate>Fri, 13 Nov 2026 20:33:42 +0700</pubDate> <author><![CDATA[support@mycoding.id (Ana Altchek)]]></author> </item> <item> <title><![CDATA[10 Privacy Hacks Every Mac User Should Know]]></title> <description><![CDATA[10 Privacy Hacks Every Mac User Should Know. Keep data on your Mac harmless from prying eyes.]]></description> <media:thumbnail url="https://lifehacker.com/imagery/articles/01M73JCMQ70ZVXZVNSWQ0T40GP/hero-image.jpg"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/10-privacy-hacks-every-mac-user-should-know-77005</link> <content:encoded><![CDATA[<div class="leading-normal prose-sm m-0 line-clamp-5 font-normal"><p>Emily Long is a freelance author based in Salt Lake City. <br><br>After graduating from Duke University, she spent multiple years reporting on the national workforce for Government Executive, a publish of Atlantic Media Company, in Washington, D.C. She has nearly a decade of cognition as a freelancer covering tech (including issues connected to security, privacy, and streaming) as fine as individual backing and travel. </p><p>In supplement to Lifehacker, her activity has been featured on Wirecutter, Tom’s Guide, and <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">ZDNET</a>. Emily has additionally worked as a journey guide about the U.S. and as a satisfied editor. She has a masters in social activity and is a licensed therapist in Utah.</p></div> <hr class="custom-gradient-background my-6 h-[6px] max-w-[75px] border-0"> <p>Apple has a beautiful fine track document on privacy. The business bakes a figure of protections into its OSes to keep your data from being shared or stolen. That said, you can create your Apple devices equal additional secure. There are plentifulness of opt-in settings that create it equal harder for anyone to snoop on your equipment and activity. These are the finest privacy hacks for your Mac.</p><div class="shadow-b-2 mb-12 mt-10 rounded-md border-2 border-[#F0F0F0] px-6 py-2 shadow-lg md:px-12" role="region" aria-label="Products List" x-data=" false }"> <a href="https://en.mycoding.id/category/technology" target="_blank" data-commerce="1" target="_blank" rel="nofollow sponsored" data-parent-group="affiliate-link" title="(opens in a new window)" class="flex flex-col py-8 gap-5 border-dotted border-[#CFCFCE] cursor-default no-underline md:flex-row md:gap-y-2 md:py-7 border-b-2" data-ga-click="data-ga-click" data-ga-module="product-list" data-ga-element="offer" data-ga-item="offer-btn" data-ga-label="MacBook Air" data-ga-position="1" aria-label="MacBook Air Product Card" x-cloak="x-cloak" x-show="showMore || 0 &lt; 3"> <div class="flex w-full gap-x-5"> <div class="gap-y-6"> <div class="gap-y-1"> <div class="leading-6"> MacBook Air </div> </div> <div class="gap-x-4"> <div class="justify-center font-sans leading-4 text-black"> <div class="justify-start"> <span class="font-bold"> $1,299.00 <span class="font-medium">at Apple</span> </span> </div> </div> Shop Now </div> </div> <div class="order-1"> <img class="m-0 max-h-full max-w-full rounded-md" src="https://lifehacker.com/imagery/articles/01M73JCMQ70ZVXZVNSWQ0T40GP/images-1.fill.size_autoxauto.v1794554107.webp" alt="MacBook Air" width="auto" height="auto" loading="lazy"> </div> </div> Shop Now <div class="hidden font-sans leading-4 text-black"> <div class="justify-start"> <span class="font-bold"> $1,299.00 <span class="font-medium">at Apple</span> </span> </div> </div> </a> <a href="https://en.mycoding.id/category/technology" target="_blank" data-commerce="1" target="_blank" rel="nofollow sponsored" data-parent-group="affiliate-link" title="(opens in a new window)" class="flex flex-col py-8 gap-5 border-dotted border-[#CFCFCE] cursor-default no-underline md:flex-row md:gap-y-2 md:py-7 border-b-2" data-ga-click="data-ga-click" data-ga-module="product-list" data-ga-element="offer" data-ga-item="offer-btn" data-ga-label="MacBook Neo" data-ga-position="2" aria-label="MacBook Neo Product Card" x-cloak="x-cloak" x-show="showMore || 1 &lt; 3"> <div class="flex w-full gap-x-5"> <div class="gap-y-6"> <div class="gap-y-1"> <div class="leading-6"> MacBook Neo </div> </div> <div class="gap-x-4"> <div class="justify-center font-sans leading-4 text-black"> <div class="justify-start"> <span class="font-bold"> $699.00 <span class="font-medium">at Apple</span> </span> </div> </div> Shop Now </div> </div> <div class="order-1"> <img class="m-0 max-h-full max-w-full rounded-md" src="https://lifehacker.com/imagery/articles/01M73JCMQ70ZVXZVNSWQ0T40GP/images-2.fill.size_autoxauto.v1794554107.webp" alt="MacBook Neo" width="auto" height="auto" loading="lazy"> </div> </div> Shop Now <div class="hidden font-sans leading-4 text-black"> <div class="justify-start"> <span class="font-bold"> $699.00 <span class="font-medium">at Apple</span> </span> </div> </div> </a> <a href="https://en.mycoding.id/category/technology" target="_blank" data-commerce="1" target="_blank" rel="nofollow sponsored" data-parent-group="affiliate-link" title="(opens in a new window)" class="flex flex-col py-8 gap-5 border-dotted border-[#CFCFCE] cursor-default no-underline md:flex-row md:gap-y-2 md:py-7" data-ga-click="data-ga-click" data-ga-module="product-list" data-ga-element="offer" data-ga-item="offer-btn" data-ga-label="MacBook Pro" data-ga-position="3" aria-label="MacBook Pro Product Card" x-cloak="x-cloak" x-show="showMore || 2 &lt; 3"> <div class="flex w-full gap-x-5"> <div class="gap-y-6"> <div class="gap-y-1"> <div class="leading-6"> MacBook Pro </div> </div> <div class="gap-x-4"> <div class="justify-center font-sans leading-4 text-black"> <div class="justify-start"> <span class="font-bold"> $1,999.00 <span class="font-medium">at Apple</span> </span> </div> </div> Shop Now </div> </div> <div class="order-1"> <img class="m-0 max-h-full max-w-full rounded-md" src="https://lifehacker.com/imagery/articles/01M73JCMQ70ZVXZVNSWQ0T40GP/images-3.fill.size_autoxauto.v1794554107.webp" alt="MacBook Pro" width="auto" height="auto" loading="lazy"> </div> </div> Shop Now <div class="hidden font-sans leading-4 text-black"> <div class="justify-start"> <span class="font-bold"> $1,999.00 <span class="font-medium">at Apple</span> </span> </div> </div> </a> SEE 0 MORE <svg class="-mt-[2px] inline-block size-3 fill-current text-brand-green"> </svg> </div> <h2 id="enable-advanced-protection-for-all-browsing-in-safari-to-prevent-device-fingerprinting">Enable advanced safety for all browsing in Safari to forestall equipment fingerprinting</h2><p><a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">Private Browsing in Safari</a> offers several safety against tracking of your equipment and activity. For example, Safari won't recall searches or preserve data from form fields, and it volition band nexus tracking and conceal your IP location from known trackers. (Note that Private Browsing does not create you entirely anonymous online.) However, these protections don't need to be constricted to fair Private Browsing. You can additionally allow advanced tracking and fingerprint safety for regular browsing sessions, which volition minimize tracking during keeping another features active. That includes maintaining browsing and hunt history, allowing autofill, and keeping you logged in to sites that use cookies. You can rotate this on by going to <strong>Safari &gt; Settings &gt; Advanced</strong> and selecting "in all browsing" from the dropdown next to "Use advanced tracking and fingerprint protection."</p><h2 id="turn-on-firewall-with-stealth-mode-to-make-your-device-invisible-to-network-scans">Turn on Firewall alongside stealth manner to create your equipment invisible to network scans</h2><p>Enabling the macOS Firewall (which is off by default) adds a tier of safety against external devices on your wifi network, as fine as unauthorized apps from initiating a association to your device. Turning on Stealth Mode prevents your Mac from equal responding to these requests, basically making it invisible to item that's scanning a network you're connected to. This makes it additional difficult for hackers and malware to cognize your equipment exists, much small assault it. This can interfere alongside certain essential action whenever you're on your residence network, but it's a precious safety environment whenever on community wifi. You can depart Firewall on all the period and allow Stealth Mode lone as needed. Go to <strong>Settings &gt; Network &gt; Firewall</strong>, flip the toggle, afterward hit <strong>Options</strong> to oversee Stealth Mode. </p><div class="pt-5" id="related-video"> <div class="mb-5"> <img class="w-12" src="https://lifehacker.com/images/short-lifehacker-logo.jpg" alt="Lifehacker Logo"> <div class="relative w-max"> <span class="relative z-10 font-akshar text-2xl font-semibold text-[#1f2937] md:text-3xl md:font-[550]">You May Also Like</span> <div class="absolute bottom-[6px] left-1/2 z-0 h-[10px] w-[calc(100%+10px)] -translate-x-1/2 bg-brand-green-100 px-1 md:bottom-1 md:h-3 md:w-[calc(100%+14px)]"></div> </div> </div> <div class="aspect-video w-full overflow-hidden rounded-md"> <div id="video-container-01M7B6Z4KK8T1S26BJTG6YE6G2"></div> </div> </div> <h2 id="enable-rotating-mac-addresses-to-prevent-activity-and-location-tracking-via-wifi">Enable rotating MAC addresses to forestall action and location tracking via wifi</h2><p>Another hack for maintaining privacy on community networks is to allow rotating MAC addresses, which randomizes the identifier your equipment broadcasts whenever scanning for and connecting to wifi. If you use either your genuine MAC location or a fixed one (random but unchanging), it's easier to track your action on that network, including whenever you arrive, how lengthy you stay, and whenever you leave. Rotating addresses are finest for public, shared networks you temporarily nexus to, and don't necessitate a login via a captive portal (like inn wifi). You can rotate this on for particular networks via <strong>Settings &gt; Wi-Fi &gt; [Network Name] &gt; Details</strong> and alter <strong>Private Wi-Fi address</strong> to <strong>Rotating</strong>. </p><h2 id="use-convert-image-quick-action-to-strip-metadata-from-files-before-sharing">Use "Convert Image Quick Action" to band metadata from records before sharing</h2><p>Images and screenshots merge metadata, specified as timestamps, equipment and hardware details, and, in the case of photos, bodily location. Much of this data is stripped automatically whenever you portion records to social media or via encrypted messaging apps, but if you're sending them via content or email, posting to forums, or sharing complete AirDrop, metadata remains intact. You can effortlessly eliminate metadata from your images correct on your desktop. Select the document and hit <strong>control + click</strong> to bring up an options menu, afterward go to <strong>Quick Actions &gt; Convert Image</strong>. Uncheck the box next to <strong>Preserve Metadata</strong>, afterward hit <strong>Convert</strong>. (This is additionally helpful for <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank">quickly converting HEIC to JPEG</a> without beginning a distinct app.)</p><h2 id="disable-diagnostic-and-analytics-sharing-to-minimize-what-apple-can-use-and-share-with-developers">Disable diagnostic and analytics sharing to minimize what Apple can use and portion alongside developers</h2><p>Apple collects data concerning your equipment for diagnostic purposes or to enhance apps and services, several of which is shared alongside third-party app developers. This may contain collision and use data as fine as recordings and transcripts of Siri interactions and iCloud analytics. You can disable sharing for several or all of these categories under <strong>Settings &gt; Privacy &amp; Security &gt; Analytics &amp; Improvements</strong>. </p><h2 id="audit-and-disable-location-services-to-prevent-background-tracking">Audit and disable location services to forestall backdrop tracking</h2><p>You may be amazed by the figure of apps and scheme services that use your device's location in the background. You should certainly disable location services for third-party apps that don't necessitate location to function. You can discover these toggles under <strong>Settings &gt; Privacy &amp; Security &gt; Location Services</strong>. You can additionally rotate off location permissions for several Apple apps and services if you're not using them on your device, akin Weather and Maps. Finally, tap <strong>System Services</strong> and disable location for any non-essential features—at the extremely least, disable "Mac Analytics" and "Significant Locations &amp; routes" (which lets your Mac and another iCloud devices study locations and routes you use often). </p><div class="py-0" data-ga-click data-ga-template="Hacks" data-ga-module="openweb_widget" data-ga-element="openweb_scroll" data-ga-item="openweb_scroll_midpage" x-data="&#039;, e); } } }" x-init="fetchCommentsCount()" x-cloak> <div class="absolute top-1/2 hidden w-full -translate-y-1/2 border-t-[1.5px] border-dashed border-black sm:block"></div> <div class="relative flex justify-center"> <div class="flex max-w-fit items-center gap-x-3 bg-white px-5"> <div class="relative"> <span class="absolute left-1/2 top-1/2 -translate-x-1/2 -translate-y-1/2 font-akshar text-sm font-medium text-black" aria-live="polite" x-show="hasComments" x-text="commentsCount"></span> <svg class="h-8 w-8 text-black" role="img" aria-hidden="true"> </svg> </div> <span class="text-sm font-medium text-black"> What do you think so far? </span> </div> </div> </div> <h2 id="audit-and-revoke-camera-and-microphone-permissions-for-inactive-apps">Audit and revoke camera and microphone permissions for idle apps</h2><p>Third-party apps on your Mac that need admission to your device's camera and microphone have to petition permission, and it's uncomplicated to aid this in the instant and afterward ignore that you've allowed it. You should regularly audit which apps have these permissions and revoke admission from those that don't need them on a day-to-day basis. Disabling them forces the app to ask again. Go to <strong>Settings &gt; Privacy &amp; Security &gt; Microphone</strong> or <strong>Camera</strong> to see the allowed apps and flip the toggle to disable permissions. </p><h2 id="restrict-local-access-permissions-to-prevent-utilities-or-apps-from-mapping-your-network">Restrict local admission permissions to forestall utilities or apps from mapping your network</h2><p>Another approval category you may have granted without much idea is local network access. This allows third-party apps to detect and communicate alongside another devices—printers, astute speakers, and IoT devices—on your residence wifi. While this may be helpful for services akin Spotify that mold to connected hardware, another utilities, media apps, and games likely don't need to be mapping your network in the background. Go to <strong>Settings &gt; Privacy &amp; Security &gt; Local Network</strong> to audit permissions and disable those that aren't needed. </p><h2 id="audit-and-restrict-full-disk-access-to-keep-apps-from-reading-your-system">Audit and restrict complete disk admission to keep apps from study your scheme </h2><p>Another crucial approval to inspect concerns third-party apps that have admission to your Mac's complete disk, which includes data from Mail, Messages, Safari, Home, Time Machine, and admin settings. If an app lone plant alongside records you explicitly open and save, it doesn't need complete disk access. Legitimate use cases may contain antivirus and malware scanners, efficiency tools, or backup utilities that you trust. You can additionally audit which apps have admission to particular records and folders. This is under <strong>Settings &gt; Privacy &amp; Security &gt; Full Disk Access</strong> or <strong>Files &amp; Folders</strong>.</p><h2 id="turn-on-advanced-data-protection-for-icloud-to-encrypt-your-backups-end-to-end">Turn on Advanced Data Protection for iCloud to encrypt your backups end to end</h2><p>If you're using iCloud to shop photos, files, and equipment backups, your data is encrypted on Apple's servers and in transit. Apple motionless holds the decryption key, which is helpful if you somehow get locked out of your document and need assistance recovering it, but for delicate data—including equipment backups—end-to-end encryption is the most safe way to justify no one but you can acquire access. Advanced Data Protection is an opt-in environment for iCloud that encrypts your data end to end. You'll need to set up an substitute improvement method, specified as your equipment passcode alongside two-factor authentication, a improvement contact, or a improvement key. Be careful, though: If you endure admission to this improvement method, you volition endure your data. You can allow Advanced Data Protection on your Mac under <strong>System Settings &gt; [Your Name] &gt; iCloud &gt; Advanced Data Protection &gt; Turn On</strong>. Note that several iCloud data, including passwords and fee methods, are already end-to-end encrypted by default. </p> <div class="leading-normal prose-sm mt-4 line-clamp-2"> <p></p><p>Emily Long is a freelance author based in Salt Lake City. </p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/10-privacy-hacks-every-mac-user-should-know-77005</guid> <pubDate>Fri, 13 Nov 2026 20:30:00 +0700</pubDate> <author><![CDATA[support@mycoding.id (Emily Long)]]></author> </item> <item> <title><![CDATA[If Your Google Pixel's Camera Is Suddenly Broken, Here's the Fix]]></title> <description><![CDATA[If Your Google Pixel's Camera Is Suddenly Broken, Here's the Fix. Google's November update appears to interrupt several Pixel cameras.]]></description> <media:thumbnail url="https://lifehacker.com/imagery/articles/01M7B60DR2JF1QCHBKH9Z7YE0M/hero-image.jpg"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/if-your-google-pixel-s-camera-is-suddenly-broken-here-s-the-fix-77006</link> <content:encoded><![CDATA[<div class="leading-normal prose-sm m-0 line-clamp-5 font-normal">Jake Peterson is Lifehacker’s Tech Editor, and has been covering tech news and how-tos for nearly a decade. His squad covers all things technology, including AI, smartphones, computers, equivalent consoles, and subscriptions.</div> <hr class="custom-gradient-background my-6 h-[6px] max-w-[75px] border-0"> <p>Updates are mostly fine for your devices. The latest Chrome update, for example, <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank">patches an actively exploited safety vulnerability</a>, during <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank">Apple's latest updates</a> halt group from seeing iMessages they shouldn't have admission to. In most cases, it's beneficial to update your tech to the latest application type whenever possible. </p><p>Sadly, updates aren't all perfect, as Google Pixel users are discovering this week. <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">As reported by Android Authority</a>, Google's November update apparently shipped alongside a bug that breaks several Pixel 10 and Pixel 11 cameras. Seeing as Pixels are fairly celebrated for their shooters, this is a certainly unlucky glitch.</p><h2 id="whats-going-on-with-the-pixels-camera">What's going on alongside the Pixel's camera?</h2><p>Here's the situation: Following the November update, several users are beginning their Pixel Camera apps to discover an error that reads, "Something went wrong. Close and open the Camera app again," alongside a "Learn More" nexus to, well, study more. Others aren't receiving the error, but are alternatively operating into a blank Camera viewfinder, as if the lens is totally covered. What's more, several users are reportedly saying that the matter is current on third-party camera apps, not fair the Pixel Camera app. That would connote this is an matter alongside the camera system-wide, not fair the Pixel Camera app itself. </p><div class="pt-5" id="related-video"> <div class="mb-5"> <img class="w-12" src="https://lifehacker.com/images/short-lifehacker-logo.jpg" alt="Lifehacker Logo"> <div class="relative w-max"> <span class="relative z-10 font-akshar text-2xl font-semibold text-[#1f2937] md:text-3xl md:font-[550]">You May Also Like</span> <div class="absolute bottom-[6px] left-1/2 z-0 h-[10px] w-[calc(100%+10px)] -translate-x-1/2 bg-brand-green-100 px-1 md:bottom-1 md:h-3 md:w-[calc(100%+14px)]"></div> </div> </div> <div class="aspect-video w-full overflow-hidden rounded-md"> <div id="video-container-01M7B773XPABG5QM2N07EBDZ5Y"></div> </div> </div> <p>To be clear, it doesn't appear akin this is a worldwide issue. It's not akin all Pixel users are now operating alongside damaged cameras. But according to the forum complaints Android Authority discovered, it seems sensible to assume that this glitch isn't constricted to fair a fistful of unlucky Pixel owners. </p><h2 id="theres-a-fix-for-this-pixel-camera-bug">There's a fix for this Pixel camera bug</h2><p>Luckily, there is an apparent workaround here, although it's not totally obvious. Some users are having no fortune restarting their Pixels, during others study that a factory reset wasn't adequate to reconstruct camera functionality.</p><div class="py-0" data-ga-click data-ga-template="News" data-ga-module="openweb_widget" data-ga-element="openweb_scroll" data-ga-item="openweb_scroll_midpage" x-data="&#039;, e); } } }" x-init="fetchCommentsCount()" x-cloak> <div class="absolute top-1/2 hidden w-full -translate-y-1/2 border-t-[1.5px] border-dashed border-black sm:block"></div> <div class="relative flex justify-center"> <div class="flex max-w-fit items-center gap-x-3 bg-white px-5"> <div class="relative"> <span class="absolute left-1/2 top-1/2 -translate-x-1/2 -translate-y-1/2 font-akshar text-sm font-medium text-black" aria-live="polite" x-show="hasComments" x-text="commentsCount"></span> <svg class="h-8 w-8 text-black" role="img" aria-hidden="true"> </svg> </div> <span class="text-sm font-medium text-black"> What do you think so far? </span> </div> </div> </div> <p>What <em>does</em> appear to work, however, is shutting your Pixel downward and waiting five minutes or so. It's not apparent why, but giving your Pixel a chance to "breathe" seems to tremble the glitch and bring rear your camera. As Android Authority reports, that fix comes from "Diamond and Gold merchandise experts" on Google's Support forum.</p><p>If your Pixel's camera is giving you sorrow following the November update, this workaround is certainly value a try—especially since additional drastic measures don't really appear to do anything. As the matter does appear to be fairly widespread, I wouldn't be amazed to see Google matter a place in the coming days. But until then, turning your phone off for five minutes may be a decent compromise. </p> <div class="leading-normal prose-sm mt-4 line-clamp-2"> <p></p><p>Covering tech news, how-to guides, explainers, and more.</p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/if-your-google-pixel-s-camera-is-suddenly-broken-here-s-the-fix-77006</guid> <pubDate>Fri, 13 Nov 2026 20:30:00 +0700</pubDate> <author><![CDATA[support@mycoding.id (Jake Peterson)]]></author> </item> <item> <title><![CDATA[Microsoft 365 Outage Impact On Microsoft Advertising]]></title> <description><![CDATA[Microsoft 365 Outage Impact On Microsoft Advertising. As you know, Microsoft had a important Microsoft 365 outage yesterday and into today, affecting many businesses and users. But it didn't appear to immediately power Mic...]]></description> <media:thumbnail url="https://images.seroundtable.com/microsoft-broken-logo-pcXsaO3E.jpg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/microsoft-365-outage-impact-on-microsoft-advertising-77016</link> <content:encoded><![CDATA[<div class="order-4 order-4 text-lg"> <p><img src="https://images.seroundtable.com/microsoft-broken-logo-pcXsaO3E.jpg" alt="Microsoft Broken Logo"></p><p>As you know, Microsoft had a important Microsoft 365 outage yesterday and into today, affecting many businesses and users. But it didn't appear to immediately power Microsoft Advertising or ads in Bing Search.</p><p>The matter started about noon yesterday, November 12, 2026 anywhere Microsoft confirmed the matter on <a href="https://en.mycoding.id/category/business" target="_blank">X</a> saying, "We're examining reports of users experiencing issues accessing Exchange Online mailboxes through multiple association methods in the Americas. More particulars can be established in the Microsoft 365 admin center under EX1550543." The matter is getting improved now, but it is motionless not 100% resolved, equal following 24 hours.</p><p>That being said, Navah Hopkins, the Microsoft Ads Liaison, stated on <a href="https://en.mycoding.id/category/business" target="_blank">LinkedIn</a>, "While Microsoft Advertising was not affected directly, there may have been weakness in Outlook incoming ad requests from users who could not burden Outlook for regular usage, and this may effect several advertiser spend."</p><p>She afterward said, "We apologize for any inconvenience this may have caused."</p><p>She posted a nexus to the <a href="https://en.mycoding.id/category/business" target="_blank">Microsoft position page</a> that currently says:</p><p>Microsoft Advertising Impact from Microsoft 365 Service Disruption</p><p>Last update: 1:34 PM, November 13, 2026 (Eastern Standard Time)</p><p></p><ul><li>Affected: Ad Delivery</li> <li>Description: On November 12, a multi-region assistance infrastructure matter caused disruptions affecting multiple Microsoft 365 services, chiefly Exchange Online. Health of the Microsoft Advertising platforms and shipment was not affected by this issue. However, there may have been weakness in Outlook incoming ad requests from users who could not burden Outlook for regular usage, and this may effect several advertiser spend. We apologize for any inconvenience this may have caused.</li> <li>1:34 PM, 11/13: Microsoft Advertising volition depend on the broader Microsoft 365 assistance improvement position for closure. For the latest updates and confirmation of complete restoration, delight mention to: https://status.cloud.microsoft/Office.</li> <li>Start Time: 7:15 AM, November 12, 2026 (Eastern Standard Time)</li></ul><p>Here is a screenshot:</p><p><a href="https://en.mycoding.id/category/business" target="_blank" target="_blank"><img src="https://images.seroundtable.com/microsoft-ads-outage-365-Q9czK1nD.png" alt="Microsoft Ads Outage 365"></a></p><p>Here is what Navah Hopkins posted:</p><p></p><blockquote>I've had a few of you attain out to me concerning how the outage yesterday power have affected ads serving. While Microsoft Advertising was not affected directly, there may have been weakness in Outlook incoming ad requests from users who could not burden Outlook for regular usage, and this may effect several advertiser spend. We apologize for any inconvenience this may have caused.<p>We have the most up to date position here: <a href="https://en.mycoding.id/category/business" target="_blank">status.ads.microsoft.com/?post=5624</a></p><p>Truly apologetic concerning the inconvenience and let us cognize how we can help!</p></blockquote><p>Microsoft additionally <a href="https://en.mycoding.id/category/business" target="_blank">posted</a> this apology:</p><p></p><blockquote>We are deeply apologetic for the disruption this event has caused our customers and partners. We cognize the rely they location in our services and obtain that duty extremely seriously. We are seeing broad improvement and stability throughout our services.<p>This was a specialized matter not connected to cyber or AI / agents. The event was introduced by an matter during an before network capability upgrade that surfaced following a latest network change. We have addressed the underlying matter and continue to reconstruct assistance to remaining customers and regions.</p><p>Given the measure of demand, we restored services gradually, validating stability at all stage. While this took longer, it helped justify a stable restoration.</p><p>We volition provision a complete post-incident study formerly our assessment is complete.</p></blockquote> <p>Forum conversation at <a href="https://en.mycoding.id/category/business" target="_blank">LinkedIn</a>.</p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/microsoft-365-outage-impact-on-microsoft-advertising-77016</guid> <pubDate>Fri, 13 Nov 2026 20:29:00 +0700</pubDate> <author><![CDATA[support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz))]]></author> </item> <item> <title><![CDATA[Technology as a Search Problem]]></title> <description><![CDATA[Technology as a Search Problem. Comments]]></description> <media:thumbnail url="https://substackcdn.com/image/fetch/$s_!Z_HI!,w_1200,h_675,c_fill,f_jpg,q_auto:good,fl_progressive:steep,g_auto/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64d670de-009d-434f-babb-96a23526bef8_1241x646.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/technology-as-a-search-problem-77021</link> <content:encoded><![CDATA[<div><div><div dir="auto"><p><span>One of my ongoing investigation interests is understanding the nature of scientific progress: How does new innovation arrive into the earth and enhance complete time? What kind of factors power it? How, in general, should we think concerning it? I&rsquo;ve arrive at this inquiry from a few distinct angles: posts looking at the </span><a href="https://en.mycoding.id/category/technology" target="_blank">operations</a><span> and </span><a href="https://en.mycoding.id/category/technology" target="_blank">legacy</a><span> of Bell Labs, posts looking at how </span><a href="https://en.mycoding.id/category/technology" target="_blank">specific</a><span> </span><a href="https://en.mycoding.id/category/technology" target="_blank">technologies</a><span> improved complete time, posts looking at how common </span><a href="https://en.mycoding.id/category/technology" target="_blank">multiple invention</a><span> is and </span><a href="https://en.mycoding.id/category/technology" target="_blank">how lengthy we delay for new inventions</a><span>, and so on.</span></p><p><span>My current row of thinking is that creating several new innovation is finest idea of as a </span><em>search process</em><span>. A stated innovation can be idea of as a item in several high-dimensional &ldquo;design space&rdquo; or &ldquo;technology space,&rdquo; which contains all imaginable technology: all conceivable institution of parts, materials, natural phenomena, and so on. The job of the would-be inventor is to navigate this space, sifting through the arrangements of elements that don&rsquo;t activity to discover the ones that will.</span></p><p><span>This hunt procedure is made difficult by the fact that, as alongside any circumstance anywhere you&rsquo;re enumerating the imaginable combinations of a ample figure of elements, innovation area is incomprehensibly vast. In &ldquo;</span><a href="https://en.mycoding.id/category/technology" target="_blank">Are Technologies Inevitable?</a><span>&rdquo; economist </span><a href="https://en.mycoding.id/category/technology" target="_blank">Matt Clancy</a><span> notes that Wikipedia listed 272 &ldquo;named equations&rdquo; that depict assorted regularities in the world, ranging from the Navier-Stokes equations (which depict the motion of fluids) to the Arrhenius equation (which describes chemic reply rates as a function of temperature) to the Exner equation (which describes how sediment gets deposited in a river). If we use this as a (very rough) evaluation as to the figure of distinct phenomena that a innovation can leverage, it implies an enormous figure of imaginable technologies that could be created. As Clancy writes:</span></p><blockquote><p><em>If we&rsquo;ve got 272 regularities to activity with, for example, afterward the figure of imaginable combinations of these regularities is two, raised to the power of 272 (since all regularity can be used or not used: two options). But 2^272 is additional than several estimates of the figure of atoms in the observable universe. And that&rsquo;s got to be an undercount of the figure of imaginable technologies, since it counts all technologies that use the identical principles together as the identical thing, equal if they orchestrate them in vastly distinct ways or use them in vastly distinct magnitudes.</em></p></blockquote><p>By comparison, the most average evaluation for the figure of atoms in the cosmos is about 10^80, or ~2^265. And it&rsquo;s apt there are many, many additional regularities that several innovation could harness than 272. (Some in-progress activity on this that I haven&rsquo;t yet completed suggests that there are at smallest thousands.)</p><p><span>And as Clancy notes, this outrageously huge figure dramatically undercounts the figure of imaginable technologies, since it doesn&rsquo;t obtain into document that the identical phenomena can be used in many of distinct ways. In Brian Arthur and Wolfgang Polak&rsquo;s document &ldquo;The Evolution of Technology inside a Simple Computer Model&rdquo; (which </span><a href="https://en.mycoding.id/category/technology" target="_blank">we looked at before this year</a><span>), Arthur and Polak note that equal inside the cosmos of logic circuits made up of three essential elements (the NAND entrance and the values of 1 and 0), the figure of distinct circuits you can create for equal a small figure of inputs and outputs is staggeringly large:</span></p><blockquote><p><em>The increase of circuits specified as 8-bit adders seems not difficult. But regard the combinatorics. If a component has n inputs and m outputs there are (2^m)^(2^n) imaginable phenotypes, all of which could be realized in a applicable way by a ample figure of distinct circuits. For example, an 8-bit adder is one of complete 10^177,554 phenotypes alongside 16 inputs and 9 outputs.</em></p></blockquote><p><span>So the hunt area for several new innovation is vast. And the way that we tackle huge hunt spaces is alongside </span><em>information</em><span>. Each bit of data cuts a hunt area in half, so equal a comparatively small amount of data can quickly narrow downward what seems akin a huge hunt space. When we create several new technology, what we&rsquo;re doing is gathering information: figuring out what volition activity and what won&rsquo;t work, what&rsquo;s promising and what isn&rsquo;t, narrowing downward the huge area of scientific possibilities and finding item inside it that accomplishes several particular goal.</span></p><p>In the 19th century, for instance, many group were curious in construction a mechanical flying machine, but it wasn&rsquo;t apparent the exact institution of elements that would output a prosperous one. Thanks to cognition of the laws of physics, and an beingness evidence of birds, would-be inventors were already operating inside a considerably narrowed hunt space: they knew approximately what elements a flying device would need to have &mdash; lifting surfaces, a drive system, and a method of authority &mdash; and had a broad idea of how they have to be arranged. But there were a huge figure of ways that you could build a flying device from these essential elements, and group spent a awesome agreement of period and attempt construction distinct sorts of machines that did not in fact work. The Wright brothers&rsquo; eventual achievement can in ample part be attributed to the fact that they were exceptionally gifted at gathering information, enabling them to converge on a operating airplane scheme far faster than their competitors.</p><p><span>I earlier explored the nature of scientific hunt in that former part </span><a href="https://en.mycoding.id/category/technology" target="_blank">looking at Arthur and Polak scientific development paper</a><span>, which uses a uncomplicated simulation to develop distinct logic circuits, finding workable technologies amidst an enormous sea of possibilities. I really liked the essential simulation method Arthur used in this document &mdash; randomly generating technologies to see how uncomplicated or difficult it was to discover operating ones &mdash; and wanted to use simulation myself to additional examine the dynamics of scientific search. But during Arthur uses digital circuits &mdash; distinct arrangements of logic gates akin NAND, OR, AND, etc. that can execute functions akin supplement &mdash; I wanted a additional broad example that could grasp the nature of many distinct types of technology, during motionless being uncomplicated adequate to simulate easily.</span></p><p><span>The example I came up alongside is inspired by another of Brian Arthur&rsquo;s examinations of the nature of technology: his publish </span><em>The Nature of Technology</em><span>. In this publish Arthur describes innovation as basically &ldquo;a set of phenomena captured and put to use.&rdquo; He writes that:</span></p><blockquote><p><em>&hellip; a applicable innovation consists of many phenomena operating together. A broadcast receiver is not fair a gathering of parts. Nor is it merely a miniature indication handling factory. It is the orchestration of a gathering of phenomena &mdash; induction, speck attention and repulsion, speck emission, voltage autumn throughout resistance, frequence resonance &mdash; all convened and set up to activity in achievement for a particular purpose.</em></p></blockquote><p><span>Edison&rsquo;s lightbulb, for instance, took advantage of multiple distinct phenomena: </span><a href="https://en.mycoding.id/category/technology" target="_blank">Joule heating</a><span>, the event that electric current operating through a matter volition lift its temperature. </span><a href="https://en.mycoding.id/category/technology" target="_blank">Incandescence</a><span>, the event that a hot adequate entity volition emit light. Transparency, the event that certain materials volition authorize the passage of light. And so on.</span></p><p>Phenomena akin this are typically triggered automatically whenever the correct conditions are created, which you can think concerning as being whenever the correct objects, alongside the correct properties, are placed in several particular arrangement. In the lightbulb, Joule heating occurs automatically whenever electric current runs through the filament, and incandescence occurs automatically whenever the filament gets hot enough. And the lamp had a vacuum ambiance to forestall another, unwanted event &mdash; carbon reacting alongside oxygen &mdash; automatically occurring and destroying the carbon filament.</p><p>These three elements &mdash; Phenomena, Objects, and Properties &mdash; are the essential components of the scientific example I came up with, which I call PTOP, for Phenomena Triggered by Objects alongside Properties. In this example you have several gathering of objects, which can have several stated set of properties. Whenever the correct objects alongside the correct properties are placed in the appropriate arrangement, a event volition be automatically triggered, which can have assorted effects: modifying the properties of existing objects, creating new objects, and so on. By chaining the accurate objects and phenomena together in the accurate order, you can create your desired outcome, which is several particular entity or objects alongside several particular set of desirable properties. A simple, conceptual PTOP example for the lightbulb, for instance, power appearance akin this:</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Z_HI!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64d670de-009d-434f-babb-96a23526bef8_1241x646.png 424w, https://substackcdn.com/image/fetch/$s_!Z_HI!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64d670de-009d-434f-babb-96a23526bef8_1241x646.png 848w, https://substackcdn.com/image/fetch/$s_!Z_HI!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64d670de-009d-434f-babb-96a23526bef8_1241x646.png 1272w, https://substackcdn.com/image/fetch/$s_!Z_HI!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64d670de-009d-434f-babb-96a23526bef8_1241x646.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64d670de-009d-434f-babb-96a23526bef8_1241x646.png" width="1241" height="646" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/64d670de-009d-434f-babb-96a23526bef8_1241x646.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:646,&quot;width&quot;:1241,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!Z_HI!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64d670de-009d-434f-babb-96a23526bef8_1241x646.png 424w, https://substackcdn.com/image/fetch/$s_!Z_HI!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64d670de-009d-434f-babb-96a23526bef8_1241x646.png 848w, https://substackcdn.com/image/fetch/$s_!Z_HI!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64d670de-009d-434f-babb-96a23526bef8_1241x646.png 1272w, https://substackcdn.com/image/fetch/$s_!Z_HI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64d670de-009d-434f-babb-96a23526bef8_1241x646.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a><figcaption>Via Opus 5.5.</figcaption></figure></div><p>By arranging the correct kind of filament, an atmosphere, a lamp container, and electric current, you can trigger a sequence of phenomena that volition ultimately outcome in the innovation of ray alongside desirable properties.</p><p>And here&rsquo;s a diagram of a PTOP example for a additional complex technology, a Xerox machine, which uses assorted phenomena specified as &ldquo;photoconductivity&rdquo; and &ldquo;corona discharge&rdquo; to create a copy of a document:</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!KMH4!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5c1f9c-c0b4-43f0-9028-709580cec396_2048x830.png 424w, https://substackcdn.com/image/fetch/$s_!KMH4!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5c1f9c-c0b4-43f0-9028-709580cec396_2048x830.png 848w, https://substackcdn.com/image/fetch/$s_!KMH4!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5c1f9c-c0b4-43f0-9028-709580cec396_2048x830.png 1272w, https://substackcdn.com/image/fetch/$s_!KMH4!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5c1f9c-c0b4-43f0-9028-709580cec396_2048x830.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5c1f9c-c0b4-43f0-9028-709580cec396_2048x830.png" width="1456" height="590" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/ae5c1f9c-c0b4-43f0-9028-709580cec396_2048x830.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:590,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!KMH4!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5c1f9c-c0b4-43f0-9028-709580cec396_2048x830.png 424w, https://substackcdn.com/image/fetch/$s_!KMH4!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5c1f9c-c0b4-43f0-9028-709580cec396_2048x830.png 848w, https://substackcdn.com/image/fetch/$s_!KMH4!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5c1f9c-c0b4-43f0-9028-709580cec396_2048x830.png 1272w, https://substackcdn.com/image/fetch/$s_!KMH4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5c1f9c-c0b4-43f0-9028-709580cec396_2048x830.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a><figcaption>Via Opus 5.5.</figcaption></figure></div><p>I akin this example since it captures the essential elements &mdash; natural phenomena and the conditions that trigger them &mdash; inherent to all types of technology, specified that we can study the &lsquo;space&rsquo; of imaginable technologies. And you can execute the essential idea in many distinct ways, from extremely uncomplicated representations of innovation to extremely complex ones. In several ways this is bad (it took me a excellent lengthy time, for instance, to arrive up alongside a simulable implementation that I was blessed with) but it&rsquo;s helpful for studying distinct aspects of scientific search. Let&rsquo;s appearance at a few distinct implementations of a PTOP example and see what we find.</p><p>Let&rsquo;s commencement alongside an extremely uncomplicated type of PTOP. In this version, we have 10 imaginable objects, all alongside two imaginable properties. The archetypal property, P0, can obtain on any value from 1 to 10 and is inherent and distinctive to that object. You can think of this as the example having 10 distinct chemic elements, all taking on a distinct value of P0. The second asset is size, which can additionally obtain on any value from 1 to 10, but is adjustable. So you can have a ample entity alongside P0 equal to 1 and size equal to 10, or a small entity alongside P0 equal to 1 and size equal to 1. Overall there are 100 imaginable sorts of objects: 10 distinct entity types, all of which can be 10 distinct sizes.</p><p>This type of the example has four phenomena in total. Each event is triggered whenever the correct two objects are connected, and the archetypal of those objects (what we&rsquo;ll call the input object) has the accurate size. When the event is triggered, it adds a particular asset to the second entity (what we&rsquo;ll call the output object). So in the depiction below, whenever an entity alongside a P0 value of 1 and size 5 is connected to an entity alongside a P0 value of 2, it triggers a phenomenon, which adds a new property, P1, to the second object.</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9Mdz!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2635a8f8-127d-472b-840b-8aa1dde43702_784x561.png 424w, https://substackcdn.com/image/fetch/$s_!9Mdz!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2635a8f8-127d-472b-840b-8aa1dde43702_784x561.png 848w, https://substackcdn.com/image/fetch/$s_!9Mdz!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2635a8f8-127d-472b-840b-8aa1dde43702_784x561.png 1272w, https://substackcdn.com/image/fetch/$s_!9Mdz!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2635a8f8-127d-472b-840b-8aa1dde43702_784x561.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2635a8f8-127d-472b-840b-8aa1dde43702_784x561.png" width="524" height="374.9540816326531" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/2635a8f8-127d-472b-840b-8aa1dde43702_784x561.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:561,&quot;width&quot;:784,&quot;resizeWidth&quot;:524,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!9Mdz!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2635a8f8-127d-472b-840b-8aa1dde43702_784x561.png 424w, https://substackcdn.com/image/fetch/$s_!9Mdz!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2635a8f8-127d-472b-840b-8aa1dde43702_784x561.png 848w, https://substackcdn.com/image/fetch/$s_!9Mdz!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2635a8f8-127d-472b-840b-8aa1dde43702_784x561.png 1272w, https://substackcdn.com/image/fetch/$s_!9Mdz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2635a8f8-127d-472b-840b-8aa1dde43702_784x561.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a><figcaption>Via Opus 5.5.</figcaption></figure></div><p>The phenomena in this example are arranged in a hierarchy: triggering all event requires an entity alongside the asset added by the former phenomenon. So to trigger the event that adds P2, you need an entity alongside the P1 property. P3, in turn, requires an entity alongside P2, and so on. You can think of this ranking of phenomena as representing item akin &ldquo;to trigger incandescence, I need an entity alongside a elevated temperature. To accomplish elevated temperature, I need to use the event of Joule heating, which I can trigger alongside the correct kind of electric current. To create electric current, I need &hellip;&rdquo; and so on.</p><p>In this type of the model, the goal is to create an entity alongside the &ldquo;final&rdquo; asset of P4. You can think of this as representing item akin &ldquo;light alongside the appropriate brightness&rdquo; or &ldquo;lead attempt alongside the appropriate size and sphericity.&rdquo; This can be done by creating the exact correct institution of objects: five objects arranged in a line, all alongside the accurate P0 asset and size.</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!eoCV!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5b0f31d-e577-4360-94b5-e9c587c4c959_1373x552.png 424w, https://substackcdn.com/image/fetch/$s_!eoCV!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5b0f31d-e577-4360-94b5-e9c587c4c959_1373x552.png 848w, https://substackcdn.com/image/fetch/$s_!eoCV!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5b0f31d-e577-4360-94b5-e9c587c4c959_1373x552.png 1272w, https://substackcdn.com/image/fetch/$s_!eoCV!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5b0f31d-e577-4360-94b5-e9c587c4c959_1373x552.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5b0f31d-e577-4360-94b5-e9c587c4c959_1373x552.png" width="1373" height="552" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/f5b0f31d-e577-4360-94b5-e9c587c4c959_1373x552.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:552,&quot;width&quot;:1373,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!eoCV!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5b0f31d-e577-4360-94b5-e9c587c4c959_1373x552.png 424w, https://substackcdn.com/image/fetch/$s_!eoCV!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5b0f31d-e577-4360-94b5-e9c587c4c959_1373x552.png 848w, https://substackcdn.com/image/fetch/$s_!eoCV!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5b0f31d-e577-4360-94b5-e9c587c4c959_1373x552.png 1272w, https://substackcdn.com/image/fetch/$s_!eoCV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5b0f31d-e577-4360-94b5-e9c587c4c959_1373x552.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a><figcaption>Via Opus 5.5.</figcaption></figure></div><p><span>This is a extremely uncomplicated implementation of PTOP, which we&rsquo;ll call a &ldquo;level 1 model.&rdquo; But it does grasp a few things concerning the scientific hunt process. First, the hunt area in equal this extremely uncomplicated example is extremely large: 10 entity types, 10 sizes, and 5 objects total method (10x10)^5 = 10 milliard imaginable arrangements to create a P5-level phenomenon.</span><span id=""><a href="https://en.mycoding.id/category/technology" target="_blank" target="_self">1</a></span><span> If you risen that to 100 objects, 100 sizes, and 10 distinct phenomena, you&rsquo;d have 10^40 imaginable options. If we added additional asset types (maybe objects can have the properties of &ldquo;temperature&rdquo; and &ldquo;density&rdquo; in supplement to size) the numbers would quickly rotate into beyond astronomical.</span></p><p><span>But this uncomplicated type additionally shows the power that data can bring to withstand on a ample hunt space. When we looked at Arthur&rsquo;s circuit search, we noted that what made the hunt tractable was </span><em>modularity</em><span> &mdash; finding a operating scheme for a subcomponent, afterward locking that standardized scheme into the scheme and using it as a repeatable &lsquo;primitive&rsquo; component for additional combinations. By preventing you from having to get all sole part of a scheme accurate in one shot, modularity efficiently screens off many possibilities and reduces the size of the hunt area that must be traversed. As we established in that simulation:</span></p><blockquote><p><em>A helpful way of thinking concerning our 68 NAND entrance hunt is that it&rsquo;s akin a huge, branching tree. At all stage &mdash; all period we add a entrance &mdash; there are thousands of branches, all one representing one imaginable way to cable up the gate. Each branch afterward splits into thousands additional (representing all the imaginable ways of wiring up the next gate), which divided into thousands more, which divided into thousands more, until at the end we have 2^852 imaginable &ldquo;leaves,&rdquo; all one representing a distinctive way of wiring up all 68 gates. Trying to get all 68 gates correct at once, and afterward checking to see whether or not you did, is akin examining one sole leaf, one way from the basis of the tree all the way to the tip of a branch. Not lone are you overwhelmingly apt to conjecture wrong, but you haven&rsquo;t narrowed downward your possibilities at all: all you cognize is that one sole leaf wasn&rsquo;t the correct answer, leaving you alongside the remainder of the 2^852 imaginable leaves to sift through.</em></p><p><em>Checking to see whether all entrance we add is accurate before we continue to the next one, by contrast, massively narrows downward the figure of possibilities. Whenever we decide a entrance isn&rsquo;t in the correct spot, it eliminates all possible that branches off from that point. If there are 1000 imaginable ways to cable all gate, all period we conjecture correctly we&rsquo;ve narrowed downward the possibilities downstream of that choicepoint by 99.9%. Huge swaths of possibilities get eliminated at all accurate guess, letting us converge on the accurate answer much additional quickly.</em></p></blockquote><p>We can see these identical essential mechanics alongside the PTOP model. With 10 entity types, 10 sizes, 4 phenomena, and 1 milliard productive possibilities, it takes (on average) 1 milliard attempts to conjecture the complete accurate scheme in one attempt by randomly generating imaginable technologies.</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!QbkI!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8184aab5-fbaa-45bc-aba0-b44e690971d5_935x485.png 424w, https://substackcdn.com/image/fetch/$s_!QbkI!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8184aab5-fbaa-45bc-aba0-b44e690971d5_935x485.png 848w, https://substackcdn.com/image/fetch/$s_!QbkI!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8184aab5-fbaa-45bc-aba0-b44e690971d5_935x485.png 1272w, https://substackcdn.com/image/fetch/$s_!QbkI!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8184aab5-fbaa-45bc-aba0-b44e690971d5_935x485.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8184aab5-fbaa-45bc-aba0-b44e690971d5_935x485.png" width="935" height="485" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/8184aab5-fbaa-45bc-aba0-b44e690971d5_935x485.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:485,&quot;width&quot;:935,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!QbkI!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8184aab5-fbaa-45bc-aba0-b44e690971d5_935x485.png 424w, https://substackcdn.com/image/fetch/$s_!QbkI!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8184aab5-fbaa-45bc-aba0-b44e690971d5_935x485.png 848w, https://substackcdn.com/image/fetch/$s_!QbkI!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8184aab5-fbaa-45bc-aba0-b44e690971d5_935x485.png 1272w, https://substackcdn.com/image/fetch/$s_!QbkI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8184aab5-fbaa-45bc-aba0-b44e690971d5_935x485.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a></figure></div><p>But if we do a standardized hunt &mdash; randomly adding fair one entity during randomly adjusting the size of the former entity until we&rsquo;ve triggered the next phenomenon, afterward locking that prosperous scheme in and moving on &mdash; the hunt becomes much faster, since we&rsquo;ve replaced a sole billion-possibility area alongside a sequence of 100-possibility spaces. It takes on average 1,300 attempts to discover the 10 type, 10 size, 4 phenomena answer, and equal astronomically enormous innovation area hunt problems rotate into tractable.</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!xnD8!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa45da796-d85f-4463-80de-d2e48214cf67_907x551.png 424w, https://substackcdn.com/image/fetch/$s_!xnD8!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa45da796-d85f-4463-80de-d2e48214cf67_907x551.png 848w, https://substackcdn.com/image/fetch/$s_!xnD8!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa45da796-d85f-4463-80de-d2e48214cf67_907x551.png 1272w, https://substackcdn.com/image/fetch/$s_!xnD8!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa45da796-d85f-4463-80de-d2e48214cf67_907x551.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa45da796-d85f-4463-80de-d2e48214cf67_907x551.png" width="907" height="551" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/a45da796-d85f-4463-80de-d2e48214cf67_907x551.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:551,&quot;width&quot;:907,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!xnD8!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa45da796-d85f-4463-80de-d2e48214cf67_907x551.png 424w, https://substackcdn.com/image/fetch/$s_!xnD8!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa45da796-d85f-4463-80de-d2e48214cf67_907x551.png 848w, https://substackcdn.com/image/fetch/$s_!xnD8!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa45da796-d85f-4463-80de-d2e48214cf67_907x551.png 1272w, https://substackcdn.com/image/fetch/$s_!xnD8!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa45da796-d85f-4463-80de-d2e48214cf67_907x551.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a></figure></div><p>This type additionally shows that the flat of modularity makes a huge difference in how uncomplicated a innovation is to find. The additional modules we have whose scheme we can fastener in, the shorter all stage is up the ladder to the operating technology, and the easier all stage is to take. If we obtain our 10 entity type, 10 size example up to 100 phenomena levels, we&rsquo;re now at an enormous 10^200 hunt space, but alongside 100 steps up the ladder that we can fastener in, finding it is trivial &mdash; a random hunt finds it following concerning 10,000 attempts on average. The same-sized hunt area generated from 10 phenomena levels but 10 milliard imaginable entity types and sizes (which lone gives us 10 steps up the ladder, fairly than 100) becomes utterly unattainable to discover randomly, equal alongside standardized search.</p><div><figure><div data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!r2Ru!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d70da25-d99d-43c8-8daf-f67f5eb29f8a_498x97.png 424w, https://substackcdn.com/image/fetch/$s_!r2Ru!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d70da25-d99d-43c8-8daf-f67f5eb29f8a_498x97.png 848w, https://substackcdn.com/image/fetch/$s_!r2Ru!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d70da25-d99d-43c8-8daf-f67f5eb29f8a_498x97.png 1272w, https://substackcdn.com/image/fetch/$s_!r2Ru!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d70da25-d99d-43c8-8daf-f67f5eb29f8a_498x97.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d70da25-d99d-43c8-8daf-f67f5eb29f8a_498x97.png" width="498" height="97" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/6d70da25-d99d-43c8-8daf-f67f5eb29f8a_498x97.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:97,&quot;width&quot;:498,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!r2Ru!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d70da25-d99d-43c8-8daf-f67f5eb29f8a_498x97.png 424w, https://substackcdn.com/image/fetch/$s_!r2Ru!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d70da25-d99d-43c8-8daf-f67f5eb29f8a_498x97.png 848w, https://substackcdn.com/image/fetch/$s_!r2Ru!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d70da25-d99d-43c8-8daf-f67f5eb29f8a_498x97.png 1272w, https://substackcdn.com/image/fetch/$s_!r2Ru!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d70da25-d99d-43c8-8daf-f67f5eb29f8a_498x97.png 1456w" sizes="auto, 100vw" loading="lazy"></div></div></figure></div><p><span>This type of the example additionally lets us see how distinct sorts of cognition can create the hunt procedure easier. For instance, as Joel Mokyr notes in </span><em>The Gifts of Athena</em><span>, specialized cognition is extremely helpful whenever trying to create several new technology, since &ldquo;the range of experimentation possibilities that needs to be searched complete is far larger if the searcher knows nothing concerning the natural principles at work.&rdquo; In our flat 1 PTOP model, specialized cognition would be item akin &ldquo;phenomenon 3 can&rsquo;t activity alongside entity category 2&rdquo; or &ldquo;phenomenon 4 must have its two objects of equal size.&rdquo;</span></p><p>The usefulness of this kind of specialized cognition is a function of how many possibilities it screens off. The additional possibilities it screens off, the additional bits of data it provides, and the additional helpful it is. So item akin &ldquo;phenomenon 5 can&rsquo;t use entity 1&rdquo; or &ldquo;object 3 can&rsquo;t contact entity 4&rdquo; provides a comparatively small amount of information, since it doesn&rsquo;t eliminate that many possibilities. Knowledge of the kind &ldquo;phenomenon 4 MUST use entity 1&rdquo; or &ldquo;object 3 MUST contact entity 4,&rdquo; by contrast, screens off a lot additional possibilities, provides much additional information, and narrows the hunt much additional effectively.</p><p>One logic that, in the genuine world, the scientific betterment procedure is tractable is that a lot of our cognition is of the second type. Phenomena typically have particular triggering conditions, which we can detect and discover: Marconi knew what was needed to create electromagnetic waves whenever he was operating on his radio, Edison knew what was needed to create incandescence in a lamp filament, and the scientists on the Manhattan Project knew approximately what conditions were needed to trigger a nuclear sequence reaction.</p><p>Even this extremely simplified type of the PTOP example is helpful for exploring assorted scientific hunt dynamics. But ultimately it&rsquo;s a small too uncomplicated to grasp many of the additional engaging dynamics of scientific search. So let&rsquo;s add several complexity. First, genuine phenomena frequently necessitate multiple &ldquo;input&rdquo; objects, fairly than fair one: triggering the event of &ldquo;combustion&rdquo; in a gasoline motor requires fuel, an oxidizer, and an electric spark. So we&rsquo;ll create it so that all event can have multiple input objects alternatively of fair one. Second, there are frequently multiple distinct phenomena that you can use to accomplish several particular goal: if you desire to create mechanical motion, for instance, there are a assortment of distinct phenomena you can harness to do that, and motors built to harness them &mdash; electric motors, hydraulic motors, inner combustion engines &mdash; all activity in distinct ways. So let&rsquo;s additionally create it so that alternatively of fair one event for all level, there can be additional than one, all one requiring a distinct set of objects alongside the correct properties to trigger.</p><p>With the flat 1 PTOP model, there was lone a sole workable type of the technology. With the flat 2 model, there are multiple operating designs. And dissimilar the direct lines of objects of the former model, this one creates branching, treelike chains.</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!mAtB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17305566-18a9-4c50-a58a-19a1e9519890_1420x804.png 424w, https://substackcdn.com/image/fetch/$s_!mAtB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17305566-18a9-4c50-a58a-19a1e9519890_1420x804.png 848w, https://substackcdn.com/image/fetch/$s_!mAtB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17305566-18a9-4c50-a58a-19a1e9519890_1420x804.png 1272w, https://substackcdn.com/image/fetch/$s_!mAtB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17305566-18a9-4c50-a58a-19a1e9519890_1420x804.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17305566-18a9-4c50-a58a-19a1e9519890_1420x804.png" width="1420" height="804" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/17305566-18a9-4c50-a58a-19a1e9519890_1420x804.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:804,&quot;width&quot;:1420,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!mAtB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17305566-18a9-4c50-a58a-19a1e9519890_1420x804.png 424w, https://substackcdn.com/image/fetch/$s_!mAtB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17305566-18a9-4c50-a58a-19a1e9519890_1420x804.png 848w, https://substackcdn.com/image/fetch/$s_!mAtB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17305566-18a9-4c50-a58a-19a1e9519890_1420x804.png 1272w, https://substackcdn.com/image/fetch/$s_!mAtB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F17305566-18a9-4c50-a58a-19a1e9519890_1420x804.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a><figcaption>Via Opus 5.5.</figcaption></figure></div><p>With this type of the example (which I&rsquo;ll call the &ldquo;level 2 model&rdquo;), equal although there are a ample figure of imaginable operating designs, the figure of nonworking technologies is vastly larger, and finding a workable choice by clean blind hunt quickly becomes unworkable.</p><p>We can resolve this alongside a slightly distinct sensation of standardized search, extremely akin to the &ldquo;encapsulation&rdquo; that Arthur uses in his scientific development paper. In this version, the example starts out by randomly combining distinct objects alongside distinct properties, connected in distinct ways. Whenever an institution of objects triggers several phenomena, that institution gets bundled into a new object, and afterward that entity can be chosen by the simulation to be randomly blended alongside another objects. As alongside our previous, simpler standardized search, this lets the simulation accumulate partial solutions and quickly discover operating technologies equal amidst extremely ample hunt spaces.</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!3ajc!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe6d4114-06ae-4a16-94db-46b04fcca66f_1555x866.png 424w, https://substackcdn.com/image/fetch/$s_!3ajc!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe6d4114-06ae-4a16-94db-46b04fcca66f_1555x866.png 848w, https://substackcdn.com/image/fetch/$s_!3ajc!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe6d4114-06ae-4a16-94db-46b04fcca66f_1555x866.png 1272w, https://substackcdn.com/image/fetch/$s_!3ajc!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe6d4114-06ae-4a16-94db-46b04fcca66f_1555x866.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe6d4114-06ae-4a16-94db-46b04fcca66f_1555x866.png" width="1456" height="811" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/fe6d4114-06ae-4a16-94db-46b04fcca66f_1555x866.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:811,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!3ajc!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe6d4114-06ae-4a16-94db-46b04fcca66f_1555x866.png 424w, https://substackcdn.com/image/fetch/$s_!3ajc!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe6d4114-06ae-4a16-94db-46b04fcca66f_1555x866.png 848w, https://substackcdn.com/image/fetch/$s_!3ajc!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe6d4114-06ae-4a16-94db-46b04fcca66f_1555x866.png 1272w, https://substackcdn.com/image/fetch/$s_!3ajc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffe6d4114-06ae-4a16-94db-46b04fcca66f_1555x866.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a><figcaption>Via Opus 5.5.</figcaption></figure></div><p><span>A flat 2 PTOP example can additionally be used to display the information-accumulating power of intimate reproduction. In a </span><a href="https://en.mycoding.id/category/technology" target="_blank">previous essay</a><span>, we noted that intimate reproduction is its own kind of standardized hunt &mdash; by letting children inherit genes from two parents, sex allows helpful familial &ldquo;discoveries&rdquo; made by many distinct lineages to dispersed throughout the population. This is in difference to asexual reproduction, anywhere lone one particular lineage ultimately survives, and discoveries made by others die out because of a event called &ldquo;clonal interference.&rdquo; This allows sexually reproducing populations to converge on maximum fitness much additional quickly.</span></p><p>We can see this identical item using the flat 2 PTOP model. I ran a type of it alongside two distinct innovation &ldquo;populations.&rdquo; Each community had 1,000 randomly generated technologies in it. In one population, I implemented asexual reproduction &mdash; all generation, all innovation would get one random mutation to an entity (deleting an object, adding an object, or changing an objects properties). The fittest members of the population, measured by the highest phenomena flat they had unlocked, survived into the next generation. In the another population, I implemented intimate reproduction &mdash; in supplement to random mutation, children would be generated by randomly crossing complete the branches of two parents. With 5 levels of phenomena, asexual reproduction couldn&rsquo;t accomplish the maximum phenomena flat following 2,000 generations in the example below; intimate reproduction, by contrast, established it following fair complete 100 generations.</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5OBU!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb679fb7-85cc-472d-9038-428e47fcdea0_1078x438.png 424w, https://substackcdn.com/image/fetch/$s_!5OBU!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb679fb7-85cc-472d-9038-428e47fcdea0_1078x438.png 848w, https://substackcdn.com/image/fetch/$s_!5OBU!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb679fb7-85cc-472d-9038-428e47fcdea0_1078x438.png 1272w, https://substackcdn.com/image/fetch/$s_!5OBU!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb679fb7-85cc-472d-9038-428e47fcdea0_1078x438.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb679fb7-85cc-472d-9038-428e47fcdea0_1078x438.png" width="1078" height="438" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/bb679fb7-85cc-472d-9038-428e47fcdea0_1078x438.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:438,&quot;width&quot;:1078,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!5OBU!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb679fb7-85cc-472d-9038-428e47fcdea0_1078x438.png 424w, https://substackcdn.com/image/fetch/$s_!5OBU!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb679fb7-85cc-472d-9038-428e47fcdea0_1078x438.png 848w, https://substackcdn.com/image/fetch/$s_!5OBU!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb679fb7-85cc-472d-9038-428e47fcdea0_1078x438.png 1272w, https://substackcdn.com/image/fetch/$s_!5OBU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbb679fb7-85cc-472d-9038-428e47fcdea0_1078x438.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a></figure></div><p>This sensation of PTOP is a small richer and can display a broader gathering of scientific hunt dynamics, but it&rsquo;s motionless a small simple, so let&rsquo;s add several additional complexity.</p><p>First, alternatively of making triggered properties &mdash; P1, P2, P3, etc. &mdash; binary (on or off), let&rsquo;s create them be capable to obtain on multiple values: before the asset is switched on, it has a value of 0, during formerly a event triggers it, it can have a value from 1 to 10. We&rsquo;ll create the value that it takes a function of two things: the size of the input object(s) and the value of the predecessor phenomenon. So for a event that triggers P2, the value of P2 volition depend on the value of P1 and the size of its object. You can think of this as representing item akin &ldquo;the heat in the lightbulb filament depends on the properties of the electric current flowing through it&rdquo;: additional amperage, or higher voltage, method higher filament temperatures. The brightness of the ray emitted, in turn, volition be a function of the heat value of the filament.</p><p>We&rsquo;ll create the value of triggered phenomena be resolute in one of two ways. Either it&rsquo;s maximized whenever the predecessor event and entity size are EQUAL, or maximized whenever they&rsquo;re as distinct as possible. So P2 can either be 10 whenever P1 and its size are the identical (both 1, the two 2, the two 3), or whenever one is 10 and the another is 1. (For phenomena triggered by multiple input objects, we&rsquo;ll obtain the average of the value calculated for all object.) We&rsquo;ll call this type of the PTOP example the &ldquo;level 3 model.&rdquo;</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kfSr!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45753867-a0be-4042-af1e-4e807a616b3b_754x864.png 424w, https://substackcdn.com/image/fetch/$s_!kfSr!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45753867-a0be-4042-af1e-4e807a616b3b_754x864.png 848w, https://substackcdn.com/image/fetch/$s_!kfSr!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45753867-a0be-4042-af1e-4e807a616b3b_754x864.png 1272w, https://substackcdn.com/image/fetch/$s_!kfSr!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45753867-a0be-4042-af1e-4e807a616b3b_754x864.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45753867-a0be-4042-af1e-4e807a616b3b_754x864.png" width="462" height="529.4005305039788" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/45753867-a0be-4042-af1e-4e807a616b3b_754x864.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:864,&quot;width&quot;:754,&quot;resizeWidth&quot;:462,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!kfSr!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45753867-a0be-4042-af1e-4e807a616b3b_754x864.png 424w, https://substackcdn.com/image/fetch/$s_!kfSr!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45753867-a0be-4042-af1e-4e807a616b3b_754x864.png 848w, https://substackcdn.com/image/fetch/$s_!kfSr!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45753867-a0be-4042-af1e-4e807a616b3b_754x864.png 1272w, https://substackcdn.com/image/fetch/$s_!kfSr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45753867-a0be-4042-af1e-4e807a616b3b_754x864.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a><figcaption>Via Opus 5.5.</figcaption></figure></div><p>This alter really makes the first phase of the scientific hunt much easier. Because the accurate entity size is no longer needed to trigger a event (just the accurate entity type), getting a innovation that triggers the final event is now extremely uncomplicated (though it would be uncomplicated to alter this by making the value of triggered phenomena reliant on several new asset alternatively of size, and keeping whether or not a event is triggered size dependent). But now there&rsquo;s an component of achievement tuning. A innovation that works, in the awareness that it has a affirmative value for the final triggered phenomenon, power be quick to find, but to maximize achievement &mdash; accomplish a final event alongside a value of 10 &mdash; you need to keep iterating, fiddling alongside the sizes of the assorted objects to gradually shove achievement up.</p><p>This dialing-in stage is meant to grasp the scientific betterment process: taking several innovation that already plant to several flat and pushing its achievement higher or construction a type that plant in a particular way. With Edison&rsquo;s lightbulb, for instance, incandescent bulbs had been demonstrated since the first 19th century, but their achievement was mediocre &mdash; they burned out quickly, or the inner of the lamp blackened, or they used too much power. Edison took a innovation whose configuration had been mostly figured out &mdash; a high-melting-point filament, a pane bulb, and an ambiance to minimize reactivity were all average characteristics of former bulbs &mdash; and pushed its achievement higher by tweaking the properties of the assorted elements: the flat of vacuum, the size of the filament, the exact category of carbon, and so on.</p><p>In the flat 2 model, we had multiple phenomena for all flat &mdash; multiple distinct ways to trigger P2, for instance. In the flat 3 model, we&rsquo;ll keep the identical feature, but we&rsquo;ll add a twist: distinct phenomena have distinct ranges for triggered properties that they can perchance achieve. So one way of triggering P2 power lone be capable to attain a value of 7, during the another power be capable to accomplish a value of 10. For several technologies, this power be fine; in another cases, maximizing achievement volition necessitate using several other, distinct phenomena instead.</p><p><span>This additionally mirrors what we see alongside real-world technologies. When evolving several new technology, the decorator volition be confronted alongside many imaginable ways of doing several particular job, and depending on the achievement required, distinct options power activity best. In the lightbulb, the achievement of a carbon filament could lone be pushed so high, and so eventually lightbulbs switched to tungsten filaments, which in rotate required inventing a new procedure for producing ductile tungsten wire. Similarly, there are a assortment of distinct ways of implementing the valves on an inner combustion motor to let gases into and out of the cylinders. Achieving extremely elevated motor performance, specified as the figure of revolutions per infinitesimal required on a Formula One car, requires complex valves that use things akin </span><a href="https://en.mycoding.id/category/technology" target="_blank">compressed air alternatively of accepted cable springs</a><span>, during if you&rsquo;re construction a four-door sedan the cheaper and simpler cable fountain is fine.</span></p><p>Let&rsquo;s now add one additional component to the flat 3 model. Up until now, we&rsquo;ve had one sole sequence of properties: one event triggers another, which triggers another, and so on. Now let&rsquo;s add a parallel set of properties, triggered by a parallel set of phenomena. In our lightbulb example, we can think of this as the heat of the filament triggering not lone incandescence but thermal enlargement and thermionic emission.</p><p>(In this example, all these phenomena are triggered by the identical property, temperature. In our model, for comfort of modeling purposes we&rsquo;ll have all of the parallel phenomena triggered by its own property.)</p><p>These parallel phenomena are triggered under the identical conditions as the chief phenomena, but their values power not necessarily be resolute in the identical way: the conditions that create a value of 10 for P2 power create a value of 5, or 1, for parallel asset T2. Ultimate achievement of a innovation volition be a function of the two of the final triggered properties: the value of, say, not fair P9 but T9 as well.</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!yo95!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff69a5ea1-fada-478a-958d-aa2e4af25108_907x1066.png 424w, https://substackcdn.com/image/fetch/$s_!yo95!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff69a5ea1-fada-478a-958d-aa2e4af25108_907x1066.png 848w, https://substackcdn.com/image/fetch/$s_!yo95!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff69a5ea1-fada-478a-958d-aa2e4af25108_907x1066.png 1272w, https://substackcdn.com/image/fetch/$s_!yo95!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff69a5ea1-fada-478a-958d-aa2e4af25108_907x1066.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff69a5ea1-fada-478a-958d-aa2e4af25108_907x1066.png" width="456" height="535.9382579933848" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/f69a5ea1-fada-478a-958d-aa2e4af25108_907x1066.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1066,&quot;width&quot;:907,&quot;resizeWidth&quot;:456,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!yo95!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff69a5ea1-fada-478a-958d-aa2e4af25108_907x1066.png 424w, https://substackcdn.com/image/fetch/$s_!yo95!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff69a5ea1-fada-478a-958d-aa2e4af25108_907x1066.png 848w, https://substackcdn.com/image/fetch/$s_!yo95!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff69a5ea1-fada-478a-958d-aa2e4af25108_907x1066.png 1272w, https://substackcdn.com/image/fetch/$s_!yo95!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff69a5ea1-fada-478a-958d-aa2e4af25108_907x1066.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a><figcaption>Via Opus 5.5</figcaption></figure></div><p>This supplement has a few consequences. For one, the scientific hunt becomes additional difficult: trying to dial in a innovation by adjusting sizes randomly takes many additional iterations if you&rsquo;re trying to maximize the two P9 and T9 than it does if you&rsquo;re fair trying to maximize one or the other. This mirrors innovation additional generally: the additional dimensions of achievement you attention about, the additional difficult getting a innovation that&rsquo;s fine adequate is.</p><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kDuO!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11321a85-f087-4ae2-9f3a-1af9a31aa2aa_1127x323.png 424w, https://substackcdn.com/image/fetch/$s_!kDuO!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11321a85-f087-4ae2-9f3a-1af9a31aa2aa_1127x323.png 848w, https://substackcdn.com/image/fetch/$s_!kDuO!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11321a85-f087-4ae2-9f3a-1af9a31aa2aa_1127x323.png 1272w, https://substackcdn.com/image/fetch/$s_!kDuO!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11321a85-f087-4ae2-9f3a-1af9a31aa2aa_1127x323.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11321a85-f087-4ae2-9f3a-1af9a31aa2aa_1127x323.png" width="1127" height="323" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/11321a85-f087-4ae2-9f3a-1af9a31aa2aa_1127x323.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:323,&quot;width&quot;:1127,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!kDuO!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11321a85-f087-4ae2-9f3a-1af9a31aa2aa_1127x323.png 424w, https://substackcdn.com/image/fetch/$s_!kDuO!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11321a85-f087-4ae2-9f3a-1af9a31aa2aa_1127x323.png 848w, https://substackcdn.com/image/fetch/$s_!kDuO!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11321a85-f087-4ae2-9f3a-1af9a31aa2aa_1127x323.png 1272w, https://substackcdn.com/image/fetch/$s_!kDuO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F11321a85-f087-4ae2-9f3a-1af9a31aa2aa_1127x323.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a><figcaption>Screenshot from one run of a flat 3 model. For a stated design, achievement gradually improves as assorted size parameters are dialed in.</figcaption></figure></div><p>Another consequence of this supplement is that we now have scheme trade-offs. With multiple phenomena (and parallel phenomena) at all level, we can have distinct designs, which power accomplish distinct levels of performance. I ran a flat 3 hunt that generated random scientific prototypes, and afterward tried to dial in the achievement of all one for multiple distinct achievement goals: maximizing P7 and T7, minimizing them, and achieving several particular value for each. At the end of the run, all goal had a basically distinct arrangement, alongside distinct values for entity sizes. The identical essential innovation was finest implemented in distinct ways, depending on the achievement goal.</p><div><figure><div data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!2ihq!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8dd8240-737a-4e49-9083-a3da8921a40d_1072x187.png 424w, https://substackcdn.com/image/fetch/$s_!2ihq!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8dd8240-737a-4e49-9083-a3da8921a40d_1072x187.png 848w, https://substackcdn.com/image/fetch/$s_!2ihq!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8dd8240-737a-4e49-9083-a3da8921a40d_1072x187.png 1272w, https://substackcdn.com/image/fetch/$s_!2ihq!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8dd8240-737a-4e49-9083-a3da8921a40d_1072x187.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8dd8240-737a-4e49-9083-a3da8921a40d_1072x187.png" width="1072" height="187" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/a8dd8240-737a-4e49-9083-a3da8921a40d_1072x187.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:187,&quot;width&quot;:1072,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!2ihq!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8dd8240-737a-4e49-9083-a3da8921a40d_1072x187.png 424w, https://substackcdn.com/image/fetch/$s_!2ihq!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8dd8240-737a-4e49-9083-a3da8921a40d_1072x187.png 848w, https://substackcdn.com/image/fetch/$s_!2ihq!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8dd8240-737a-4e49-9083-a3da8921a40d_1072x187.png 1272w, https://substackcdn.com/image/fetch/$s_!2ihq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa8dd8240-737a-4e49-9083-a3da8921a40d_1072x187.png 1456w" sizes="auto, 100vw" loading="lazy"></div></div><figcaption>Screenshot from the identical flat 3 run as above. The blended goal (maximizing P7 x T7) took many additional iterations to hit than either P7 solitary or T7 alone.</figcaption></figure></div><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!nEyR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe836ff67-5b96-4e80-b2c4-69321795ee90_1069x769.png 424w, https://substackcdn.com/image/fetch/$s_!nEyR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe836ff67-5b96-4e80-b2c4-69321795ee90_1069x769.png 848w, https://substackcdn.com/image/fetch/$s_!nEyR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe836ff67-5b96-4e80-b2c4-69321795ee90_1069x769.png 1272w, https://substackcdn.com/image/fetch/$s_!nEyR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe836ff67-5b96-4e80-b2c4-69321795ee90_1069x769.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe836ff67-5b96-4e80-b2c4-69321795ee90_1069x769.png" width="560" height="402.84377923292794" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/e836ff67-5b96-4e80-b2c4-69321795ee90_1069x769.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:769,&quot;width&quot;:1069,&quot;resizeWidth&quot;:560,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!nEyR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe836ff67-5b96-4e80-b2c4-69321795ee90_1069x769.png 424w, https://substackcdn.com/image/fetch/$s_!nEyR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe836ff67-5b96-4e80-b2c4-69321795ee90_1069x769.png 848w, https://substackcdn.com/image/fetch/$s_!nEyR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe836ff67-5b96-4e80-b2c4-69321795ee90_1069x769.png 1272w, https://substackcdn.com/image/fetch/$s_!nEyR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe836ff67-5b96-4e80-b2c4-69321795ee90_1069x769.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a><figcaption>Screenshots from a distinct flat 3 run. The scheme that maximizes one value (P7) is distinct than the scheme that maximizes two values (P7 and T7).</figcaption></figure></div><div><figure><a href="https://en.mycoding.id/category/technology" target="_blank" data-component-name="Image2ToDOM"><div><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!I4B-!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafa09164-2dca-4048-a7dc-1f40222b88e6_1057x770.png 424w, https://substackcdn.com/image/fetch/$s_!I4B-!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafa09164-2dca-4048-a7dc-1f40222b88e6_1057x770.png 848w, https://substackcdn.com/image/fetch/$s_!I4B-!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafa09164-2dca-4048-a7dc-1f40222b88e6_1057x770.png 1272w, https://substackcdn.com/image/fetch/$s_!I4B-!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafa09164-2dca-4048-a7dc-1f40222b88e6_1057x770.png 1456w" sizes="auto, 100vw"></source><img src="https://www.construction-physics.com/p/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafa09164-2dca-4048-a7dc-1f40222b88e6_1057x770.png" width="562" height="409.4039735099338" data-attrs='//substack-post-media.s3.amazonaws.com/public/images/afa09164-2dca-4048-a7dc-1f40222b88e6_1057x770.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:770,&quot;width&quot;:1057,&quot;resizeWidth&quot;:562,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}' alt="" srcset="https://substackcdn.com/image/fetch/$s_!I4B-!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafa09164-2dca-4048-a7dc-1f40222b88e6_1057x770.png 424w, https://substackcdn.com/image/fetch/$s_!I4B-!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafa09164-2dca-4048-a7dc-1f40222b88e6_1057x770.png 848w, https://substackcdn.com/image/fetch/$s_!I4B-!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafa09164-2dca-4048-a7dc-1f40222b88e6_1057x770.png 1272w, https://substackcdn.com/image/fetch/$s_!I4B-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafa09164-2dca-4048-a7dc-1f40222b88e6_1057x770.png 1456w" sizes="auto, 100vw" loading="lazy"><div></div></div></a></figure></div><p>To comprehend the nature of scientific progress, it&rsquo;s helpful to think of creating a new innovation as a kind of hunt process, one that&rsquo;s made tractable by the intelligent acquisition and use of information. We can comprehend scientific progress, in turn, by studying the nature of hunt processes &mdash; what kind of things create them easy, what kind of things create them hard, what kind of data acquisition methods we can bring to bear, and so on. The PTOP models described complete are, I think, a helpful tool for exploring these scientific hunt dynamics: they&rsquo;re uncomplicated to simulate, they&rsquo;re flexible, and they can grasp a lot of real-world elements of scientific development.</p></div></div></div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/technology-as-a-search-problem-77021</guid> <pubDate>Fri, 13 Nov 2026 20:27:15 +0700</pubDate> <author><![CDATA[support@mycoding.id (Putri Silvia)]]></author> </item> <item> <title><![CDATA[Found: A protein that drives ageing without unleashing inflammation]]></title> <description><![CDATA[Found: A protein that drives ageing without unleashing inflammation. Comments]]></description> <media:thumbnail url="https://media.nature.com/lw1200/magazine-assets/d41586-026-03638-3/d41586-026-03638-3_53962202.jpg"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/found-a-protein-that-drives-ageing-without-unleashing-inflammation-77022</link> <content:encoded><![CDATA[<div> <p>Access Nature and 54 another Nature Portfolio journals</p> <p>Get Nature+, our best-value online-access subscription</p> <div> <p><span>32.70 &euro; <span>/ 30 days</span></span> <span>cancel any time</span> </p> </div> <a href="https://en.mycoding.id/category/technology" target="_blank" data-track="click" data-track-action="nature+" data-track-label="link" data-track-category="article body">Learn more</a> <p>Subscribe to this journal</p> <p>Receive 51 imprint issues and online access</p> <div> <p><span>185.98 &euro; <span>per year</span></span> <span>only 3.65 &euro; per issue</span> </p> </div> <a href="https://en.mycoding.id/category/technology" target="_blank" data-track="click" data-track-action="subscribe" data-track-label="link" data-track-category="article body">Learn more</a> <p>Rent or buy this article</p> <p>Prices change by part type</p> <div> <p><span>$1.95 <span>to</span> $39.95</span> </p> </div> <a href="https://en.mycoding.id/category/technology" target="_blank" data-track="click" data-track-action="buy/rent now" data-track-label="link" data-track-category="article body">Learn more</a> <p>Prices may be topic to local taxes which are calculated during checkout</p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/found-a-protein-that-drives-ageing-without-unleashing-inflammation-77022</guid> <pubDate>Fri, 13 Nov 2026 20:25:21 +0700</pubDate> <author><![CDATA[support@mycoding.id (Putri Silvia)]]></author> </item> <item> <title><![CDATA[Perplexity Decider v1.3: Training, eval, and use cases]]></title> <description><![CDATA[Perplexity Decider v1.3: Training, eval, and use cases. Comments]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/perplexity-decider-v1-3-training-eval-and-use-cases-77003</link> <content:encoded><![CDATA[<a href="https://en.mycoding.id/category/technology" target="_blank">Comments</a>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/perplexity-decider-v1-3-training-eval-and-use-cases-77003</guid> <pubDate>Fri, 13 Nov 2026 20:24:47 +0700</pubDate> <author><![CDATA[support@mycoding.id (Putri Silvia)]]></author> </item> <item> <title><![CDATA[FM-1 Workbench]]></title> <description><![CDATA[FM-1 Workbench. Comments]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/fm-1-workbench-77004</link> <content:encoded><![CDATA[<a href="https://en.mycoding.id/category/technology" target="_blank">Comments</a>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/fm-1-workbench-77004</guid> <pubDate>Fri, 13 Nov 2026 20:14:02 +0700</pubDate> <author><![CDATA[support@mycoding.id (Putri Silvia)]]></author> </item> <item> <title><![CDATA[Who is Anne Jakrajutatip? Here's what to know about the former Miss Universe CEO]]></title> <description><![CDATA[Who is Anne Jakrajutatip? Here's what to know about the former Miss Universe CEO. Anne Jakrajutatip brought important changes to Miss Universe, but her tenure as CEO of the world's biggest pageant was frequently overshadowed by controversy.]]></description> <media:thumbnail url="https://i.insider.com/65581ce536d588dc55d2d484?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/who-is-anne-jakrajutatip-here-s-what-to-know-about-the-former-miss-universe-ceo-77002</link> <content:encoded><![CDATA[<div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://i.insider.com/6558181c4ca513d8242be256?width=2000&amp;format=jpeg&amp;auto=webp" srcset="https://i.insider.com/6558181c4ca513d8242be256?width=400&amp;format=jpeg&amp;auto=webp 400w, https://i.insider.com/6558181c4ca513d8242be256?width=500&amp;format=jpeg&amp;auto=webp 500w, https://i.insider.com/6558181c4ca513d8242be256?width=700&amp;format=jpeg&amp;auto=webp 700w, https://i.insider.com/6558181c4ca513d8242be256?width=1000&amp;format=jpeg&amp;auto=webp 1000w, https://i.insider.com/6558181c4ca513d8242be256?width=1300&amp;format=jpeg&amp;auto=webp 1300w, https://i.insider.com/6558181c4ca513d8242be256?width=2000&amp;format=jpeg&amp;auto=webp 2000w" sizes=" 1280px) 900px" alt="Anne Jakkaphong Jakrajutatip on the Miss Universe phase wearing a fur coat and holding a microphone." decoding="sync"> </p></div> <figcaption e-name="image-caption"> <span e-name="image-source" itemprop="creditText">Josh Brasted/Getty Images</span> <svg aria-hidden="true" focusable="false" xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewbox="0 0 24 24"> <path fill="currentColor" fill-rule="evenodd" d="m4.56 18.5 7.486-7.72 7.394 7.626 2.56-2.64L12.046 5.5 2 15.86l2.56 2.64Z"></path> </svg> <span>Anne Jakrajutatip bought Miss Universe in 2022.</span> </figcaption> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p><a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Anne Jakrajutatip</a> made former whenever she purchased Miss Universe in October 2022,&nbsp;making her the archetypal female to own the institution since it began in 1952.</p><p>Jakrajutatip brought big changes to the pageant, including allowing <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">all women 18 or older</a> to compete.</p><p>But her period at the top of the world's biggest pageant was frequently shadowed by controversy, and she ultimately stepped downward in June 2025 following an inquiry into her company, JKN Global, by Thailand's Securities and Exchange Commission.</p><p>A Bangkok court issued a justify for Jakrajutatip's apprehension in connection to an ongoing fraud case in November 2025. Jakrajutatip hasn't publically discussed the allegations and did not react to Business Insider's repeated requests for comment. Her whereabouts remain unknown.</p><p>Here's what to cognize concerning Jakrajutatip.</p> <div data-component-type="post-slides" data-load-strategy="lazy"> <div> <p> <h2>Anne Jakrajutatip was delivered and raised in Bangkok, anywhere she struggled alongside her sex character from an first age.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/655816e636d588dc55d2d447&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2000,&quot;aspectRatioH&quot;:3000}}' alt="Anne Jakrajutatip"> </p></div> <span> <figcaption e-name="image-caption"> <span>Anne Jakrajutatip was delivered in Bangkok.</span> <span> <span e-name="image-source" itemprop="creditText">Courtesy of Miss Universe</span> </span> </figcaption> </span> </figure> <div> <p>During a January 2023 discussion on <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">"The Journal" podcast</a>, Jakrajutatip stated she had known she was "trapped in the incorrect body" since age 5.</p><p>Jakrajutatip additionally told <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">Them</a> in June 2023 that she was harassed as a kid and didn't discover her sound until she took a community speaking category in elevated school.</p><p>"I wanted to have the arm that is the microphone to province my outlook and display that guidance to everyone," she said. "No additional bullies. You cannot do item harmful to me since I'm clever and astute and I can be successful."</p> </div> </div> <div> <p> <h2>Jakrajutatip attended university in Sydney before returning residence to obtain complete her parents' video-rental business.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/655817084ca513d8242be24e&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2000,&quot;aspectRatioH&quot;:3000}}' alt="Anne Jakrajutatip"> </p></div> <span> <figcaption e-name="image-caption"> <span>Jakrajutatip took complete her parents' video-rental shop whenever she was 21.</span> <span> <span e-name="image-source" itemprop="creditText">Courtesy of Miss Universe</span> </span> </figcaption> </span> </figure> <div> <p>Jakrajutatip graduated alongside a flat in global relations, paying her tuition alongside prosperity she earned operating at a gas station, according to Them.</p><p>At this point, Jakrajutatip stated she knew she was a transgender woman, but she didn't awareness comfortable coming out in Thailand.</p> </div> </div> <div> <p> <h2>Jakrajutatip turned her parents' shop into a satisfied allocation empire.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6558176e4ca513d8242be251&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2000,&quot;aspectRatioH&quot;:1334}}' alt="Anne Jakrajutatip"> </p></div> <span> <figcaption e-name="image-caption"> <span>Jakrajutatip turned her parents' video shop into a multimillion-dollar company.</span> <span> <span e-name="image-source" itemprop="creditText">Hector Vivas/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p>Jakrajutatip's archetypal important agreement was alongside the BBC, she told <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">The Guardian</a> in 2023. She stated she had spotted the documentary "Walking With Dinosaurs" at her parents' shop and offered to allocate the BBC sequence in Thailand.</p><p>The outlet reported that she sold a myriad copies and shortly began distributing satisfied from India, Japan, the US, and South Korea as well.</p> </div> </div> <div> <p> <h2>Jakrajutatip expanded JKN Global as she launched attractiveness lines and bought TV channels in Thailand.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/655817a336d588dc55d2d44f&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2000,&quot;aspectRatioH&quot;:3000}}' alt="Anne Jakrajutatip"> </p></div> <span> <figcaption e-name="image-caption"> <span>Jakrajutatip has called Oprah Winfrey her biggest inspiration.</span> <span> <span e-name="image-source" itemprop="creditText">Courtesy of Miss Universe</span> </span> </figcaption> </span> </figure> <div> <p><a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">Them</a> reported that Jakrajutatip's overview rosy in Thailand as she appeared on the country's type of "Shark Tank" and "Project Runway," and she continued to develop her endeavor portfolio by launching drinks and food supplements.</p><p>Jakrajutatip earlier told <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">The Guardian</a> that Oprah Winfrey served as her chief origin of inspiration as she pursued a occupation in media. To this day, Winfrey is the lone individual that Jakrajutatip follows on Instagram.</p> </div> </div> <div> <p> <h2>In 2018, Jakrajutatip launched a nonprofit to assistance transgender people. Two years later, she underwent gender-affirming surgery.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6558187d22cf74a57399cb4f&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2000,&quot;aspectRatioH&quot;:1331}}' alt="Anne Jakrajutatip"> </p></div> <span> <figcaption e-name="image-caption"> <span>Anne Jakrajutatip has two children.</span> <span> <span e-name="image-source" itemprop="creditText">LILLIAN SUWANRUMPHA/AFP via Getty Images</span> </span> </figcaption> </span> </figure> <div> <p>According to Them, Jakrajutatip underwent operation in 2020 and became a mother six months later.</p><p>She had a second kid the following year.</p> </div> </div> <div> <p> <h2>Jakrajutatip knew she wanted to own Miss Universe following seeing Miss Spain 2018, Angela Ponce, create history.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/655818e54ca513d8242be264&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2000,&quot;aspectRatioH&quot;:1333}}' alt="Miss Spain 2018 Angela Ponce"> </p></div> <span> <figcaption e-name="image-caption"> <span>Miss Spain Angela Ponce during the national costume competition at the 2018 Miss Universe pageant.</span> <span> <span e-name="image-source" itemprop="creditText">LILLIAN SUWANRUMPHA/AFP via Getty Images</span> </span> </figcaption> </span> </figure> <div> <p>Jakrajutatip told Them that she was in the spectators whenever Ponce became the archetypal transgender female to vie at Miss Universe.</p><p>"I stood up and applauded for her. I cried, and she additionally cried on the stage," Jakrajutatip said. "When I turned back, everyone fair stood up following me and applauded her big time."</p><p>"That moment, I thought, 'This is it. This is a pageant I can rotate into a platform, and it must be a women's empowerment platform,'" she added.</p> </div> </div> <div> <p> <h2>Jakrajutatip bought Miss Universe for $20 myriad in October 2022.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6558196736d588dc55d2d463&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:1073,&quot;aspectRatioH&quot;:715}}' alt="Anne Jakrajutatip alongside Miss Universe R&#039;Bonney Gabriel"> </p></div> <span> <figcaption e-name="image-caption"> <span>Jakrajutatip alongside Miss Universe R'Bonney Gabriel.</span> <span> <span e-name="image-source" itemprop="creditText">Roy Rochlin/Getty Images for Empire State Realty Trust</span> </span> </figcaption> </span> </figure> <div> <p>Jakrajutatip acquired the Miss Universe brand fair weeks following the Miss USA institution descended into anarchy as contestants claimed the <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">2022 pageant had been rigged</a> in favor of <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">R'Bonney Gabriel</a>, who went on to win Miss Universe months later.</p><p>In a declaration sent to Business Insider following the announcement, Jakrajutatip stated she was arrogant to obtain complete the organization.</p><p>"We search not lone to continue its bequest of providing a phase to passionate individuals from varied backgrounds, cultures, and traditions, but additionally to develop the brand for the next generation," she added.</p><p>During her archetypal Miss Universe as the owner in January 2023, Jakrajutatip told pageant fans that she was ushering in a new era.</p><p>"From now on it's going to be run by women, owned by a trans woman, for all women about the world," she said.</p> </div> </div> <div> <p> <h2>Jakrajutatip's business submitted a "business rehabilitation" petition alongside Thailand's bankruptcy court in 2023.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/65581a6522cf74a57399cb59&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2000,&quot;aspectRatioH&quot;:1331}}' alt="Miss Universe President Paula Shugart, CEO of JKN Global Group Jakapong Anne Jakrajutatip, Miss Universe CEO Amy Emmerich"> </p></div> <span> <figcaption e-name="image-caption"> <span>Jakrajutatip alongside erstwhile Miss Universe President Paula Shugart (left) and erstwhile Miss Universe CEO Amy Emmerich (right) on November 7, 2022.</span> <span> <span e-name="image-source" itemprop="creditText">LILLIAN SUWANRUMPHA/AFP via Getty Images</span> </span> </figcaption> </span> </figure> <div> <p>JKN Global had <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">missed a fee on a multimillion-dollar loan</a> in September 2023. The business stated in a letter to Thailand's inventory toggle president&nbsp;that its financial liquidity administration was "not in row alongside the expected forecast" and that it intended to restructure its debt.</p><p>After the news broke, Jakrajutatip told Miss Universe fans on Instagram that the pageant was her "first precedence in life."</p><p>"No matter how joyful or achy it's gonna be&hellip;. Our cosmos must go on, must be awesome and must remain on top as the legendary Beauty Olympics in the World! I volition sacrifice and do everything for the awesome achievement of OUR UNIVERSE!" she wrote in the article shared on November 9, 2023, which has since been taken down.</p> </div> </div> <div> <p> <h2>Jakrajutatip stated varied contestants "can compete, but they can't win" in an October 2023 video that was afterward leaked to the press.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6af4e410b2c29afb4e569f32&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2000,&quot;aspectRatioH&quot;:1334}}' alt="Anne Jakrajutatip"> </p></div> <span> <figcaption e-name="image-caption"> <span>Jakrajutatip's controversies began to quickly heap up.</span> <span> <span e-name="image-source" itemprop="creditText">Hector Vivas/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p>The video, obtained by Business Insider in 2024, showed Jakrajutatip and workforce of the Miss Universe Organization during a personnel meeting. In the footage, she can be heard saying that varied pageant contestants were a "communication strategy."</p><p>The video was filmed the identical twelvemonth that Jakrajutatip <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">changed a important eligibility rule</a> for the pageant, allowing all women 18 and complete to compete. Previously, the pageant was open lone to 18- to 28-year-old contestants.</p><p>In a declaration posted on her <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}'>Facebook page</a> in February 2024, Jakrajutatip stated the "malicious edited video was out of context" and that she had been discussing a possible Miss Universe actuality show, not the pageant, during the meeting.</p> </div> </div> <div> <p> <h2>In March 2025, a erstwhile Miss Universe fairness alleged that Jakrajutatip had attempted to meddle alongside the results of the 2023 pageant.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6af4e5e5b2c29afb4e569f40&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4000,&quot;aspectRatioH&quot;:2667}}' alt="Anne Jakrajutatip"> </p></div> <span> <figcaption e-name="image-caption"> <span>Jakrajutatip alongside Miss Universe 2022 Harnaaz Sandhu, Shugart, and Emmerich in January 2023.</span> <span> <span e-name="image-source" itemprop="creditText">Josh Brasted/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p>Denise White, among the judges for the November 2023 Miss Universe competition, told Business Insider that Jakrajutatip tried to force Paula Shugart to <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">favor Miss Thailand in the pageant</a>, wanting the contestant to create the top five. At the time, Shugart was the chairman of Miss Universe.</p><p>"She said, 'I can't accept Anne is telling me that, no matter what, we have to create certain Thailand is in the top five,'" White said, recalling her conversation alongside Shugart. White added that Shugart refused to comply alongside Jakrajutatip's petition and Thailand's contestant was selected as the archetypal runner-up on her own accord.</p><p>"There is nothing I have seen in Denise's comments that I would refute," Shugart stated whenever Business Insider reached out for comment at the time.</p><p>Shugart resigned on the eve of the pageant's final competition, ending her 23-year tenure.</p><p>Jakrajutatip didn't react to a petition for comment at the period and never publically addressed the allegation.</p> </div> </div> <div> <p> <h2>Days before the Miss Universe 2025 pageant was set to begin, the institution announced that Jakrajutatip was being replaced as CEO.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6902732ec007ca8c2737df9a&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:3898,&quot;aspectRatioH&quot;:2598}}' alt="Anne Jakrajutatip and Raul Rocha"> </p></div> <span> <figcaption e-name="image-caption"> <span>Jakrajutatip alongside Miss Universe co-owner Raul Rocha in November 2023.</span> <span> <span e-name="image-source" itemprop="creditText">Adri&aacute;n Monroy/Medios y Media/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Mario B&uacute;caro</a>, who was Miss Universe's vice chairman for global relations, took complete the function fair before the November 2025 pageant.</p><p>Rumors concerning Jakrajutatip's departure from Miss Universe had been swirling since June 2025, whenever Thailand's Securities and Exchange Commission submitted a grievance alleging that she had included false and misleading data on financial statements. On June 6, Jakrajutatip's business confirmed to the SEC that she had stepped downward from JKN Global.</p><p>On November 26, the <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}'>Associated Press</a> reported that a Bangkok court had issued an apprehension justify for Jakrajutatip in an ongoing fraud case. B&uacute;caro resigned as CEO of Miss Universe the following duration following the <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">pageant's arguable final</a>.</p> </div> </div> </div> </div> <h2>Read next</h2> <div data-recommendations-content data-track-click-shared='&quot;Read next&quot;}'> <div e-name="read-next-list" data-recommendations-list> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> </div> </div> <a e-name="read-next-image-link" data-recommendations-image-link data-recommendations-link tabindex="-1"> <p><img alt=""> </p> </a> <h3> <a e-name="read-next-title-link" data-recommendations-link data-recommendations-title></a> </h3> <div data-component-type="post-bottom-authors" data-load-strategy="exclude" data-track-view='&quot;module_in_view&quot;}' data-track-click-shared='&quot;navigation&quot;}'> <div data-track-view='&quot;module_in_view&quot;}'> <div> <p><span>Anneta Konstantinides is a manner equal at Business Insider and has spent nearly 10 years reporting in the manner space. Her concentration is on food and travel, anywhere she's known to obtain readers inner Michelin-starred kitchens or to the hottest new Las Vegas hotel. Sometimes it's Anneta doing the cooking, foremost readers through the finest recipes by Gordon Ramsay or Ina Garten. </span><span>Anneta has also&nbsp; been deeply reporting on the pageant industry since 2019, interviewing dozens of Miss USA and Miss Universe winners. She was a two-time finalist at the LA Press Club Awards for her inquiry into the 2022 and 2024 Miss USA scandals and was featured in The New York Times Presents event "How to Fix a Pageant" on Hulu in September 2023.&nbsp;</span><span>After graduating from UCLA alongside a B.A in English Literature and a insignificant in movie &amp; television, Anneta worked as a newsman in London, Sydney, New York City, Los Angeles, and Washington, DC. She currently lives in Los Angeles.&nbsp;</span> </p> </div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/who-is-anne-jakrajutatip-here-s-what-to-know-about-the-former-miss-universe-ceo-77002</guid> <pubDate>Fri, 13 Nov 2026 20:04:47 +0700</pubDate> <author><![CDATA[support@mycoding.id (Anneta Konstantinides)]]></author> </item> <item> <title><![CDATA[These Are the Best Ways to Encrypt Your Email]]></title> <description><![CDATA[These Are the Best Ways to Encrypt Your Email. End-to-end encryption improves email privacy, but it's not perfect.]]></description> <media:thumbnail url="https://lifehacker.com/imagery/articles/01M6YH851H0ZH9V0PSGH8527MH/hero-image.jpg"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/these-are-the-best-ways-to-encrypt-your-email-77007</link> <content:encoded><![CDATA[<div class="leading-normal prose-sm m-0 line-clamp-5 font-normal"><p>Emily Long is a freelance author based in Salt Lake City. <br><br>After graduating from Duke University, she spent multiple years reporting on the national workforce for Government Executive, a publish of Atlantic Media Company, in Washington, D.C. She has nearly a decade of cognition as a freelancer covering tech (including issues connected to security, privacy, and streaming) as fine as individual backing and travel. </p><p>In supplement to Lifehacker, her activity has been featured on Wirecutter, Tom’s Guide, and <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">ZDNET</a>. Emily has additionally worked as a journey guide about the U.S. and as a satisfied editor. She has a masters in social activity and is a licensed therapist in Utah.</p></div> <hr class="custom-gradient-background my-6 h-[6px] max-w-[75px] border-0"> <p>You likely already cognize that your email isn't really all that private, particularly if you have a liberated document alongside a important assistance provider akin Gmail (Google) or Outlook (Microsoft). But if you are sending delicate data via email, you can minimize what can be snooped on and by whom using end-to-end encryption, which mostly ensures that lone the recipient can peruse your message. Here's what you need to cognize concerning email encryption and how to set up an additional tier of privacy. </p><h2 id="how-email-encryption-works">How email encryption works</h2><p>As <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">this in-depth explainer</a> from Adaptive Security describes, most emails are encrypted in transit via Transport Layer Security (TLS), which prevents anyone from study your communication as it travels from server to server. However, encryption is temporarily stripped at all server: satisfied is received and processed in plaintext and afterward re-encrypted whenever it leaves, definition it could be read, logged, and distributed by the server provider. </p><p>Emails are additionally typically encrypted at rest—for example, during sitting on Google's servers and in a Gmail recipient's inbox. But this lone prevents person alongside bodily admission to the server hardware from study messages, as Google motionless holds the encryption key and can admission stored data. And, as <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">PCMag points out</a>, Google is scanning your messages to a degree, and it (along alongside another email providers) can and volition hand emails complete to law implementation and authorities agencies in several cases. </p><div class="pt-5" id="related-video"> <div class="mb-5"> <img class="w-12" src="https://lifehacker.com/images/short-lifehacker-logo.jpg" alt="Lifehacker Logo"> <div class="relative w-max"> <span class="relative z-10 font-akshar text-2xl font-semibold text-[#1f2937] md:text-3xl md:font-[550]">You May Also Like</span> <div class="absolute bottom-[6px] left-1/2 z-0 h-[10px] w-[calc(100%+10px)] -translate-x-1/2 bg-brand-green-100 px-1 md:bottom-1 md:h-3 md:w-[calc(100%+14px)]"></div> </div> </div> <div class="aspect-video w-full overflow-hidden rounded-md"> <div id="video-container-01M7B6CTDD078S8P0DSQ3E2KRK"></div> </div> </div> <p>By contrast, alongside end-to-end encryption (E2EE), emails are readable lone on the sender's and recipient's devices, and can be decrypted lone alongside the recipient's personal key. They're never translated into plaintext as they continue between and through servers to their destination, definition that no one—including server providers, hackers, or law enforcement—can perspective the content. It's value noting, though, that E2EE is not impenetrable nor a total justify of privacy. For example, metadata akin topic lines and email addresses may remain in plaintext, and encrypted messages are motionless susceptible to phishing. Plus, forwarding an encrypted communication breaks the encryption. </p><p>Still, end-to-end encryption is particularly helpful whenever sending delicate data that may be precious to bad actors, although if safety and privacy are a elevated priority, you may desire to regard it for all of your emails. How you deploy encryption depends on whether you are adding it to your current email or switching to a dedicated provider. </p><h2 id="add-third-party-encryption-to-your-existing-email">Add third-party encryption to your existing email</h2><p>If you have an document alongside a important email provider akin Gmail, Outlook, or Apple Mail, you can add a third-party tool that layers an encryption protocol akin OpenPGP on top of your existing account. PCMag recommends <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">PreVeil</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">SecureMyEmail</a>, and <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">Virtru</a> (which is constricted to Gmail users in Chrome) for those who desire to keep their current emails. <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">Mailvelope</a> is a browser add-on (and hence a desktop-only tool) accessible in Chrome, Firefox, and Edge, although it can additionally be installed on another browsers, akin Brave, that are built on the identical architecture. <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">FlowCrypt</a> integrates alongside Gmail and Google Workspace on desktop and mobile. </p><div class="py-0" data-ga-click data-ga-template="Explainers" data-ga-module="openweb_widget" data-ga-element="openweb_scroll" data-ga-item="openweb_scroll_midpage" x-data="&#039;, e); } } }" x-init="fetchCommentsCount()" x-cloak> <div class="absolute top-1/2 hidden w-full -translate-y-1/2 border-t-[1.5px] border-dashed border-black sm:block"></div> <div class="relative flex justify-center"> <div class="flex max-w-fit items-center gap-x-3 bg-white px-5"> <div class="relative"> <span class="absolute left-1/2 top-1/2 -translate-x-1/2 -translate-y-1/2 font-akshar text-sm font-medium text-black" aria-live="polite" x-show="hasComments" x-text="commentsCount"></span> <svg class="h-8 w-8 text-black" role="img" aria-hidden="true"> </svg> </div> <span class="text-sm font-medium text-black"> What do you think so far? </span> </div> </div> </div> <p>Note that <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank">enterprise users of Google Workspace</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">Microsoft 365</a> have admission to true end-to-end encryption without third-party add-ons. Gmail's Confidential manner and Outlook's Encrypt feature, accessible to all users, are <em>not</em> E2EE equivalents, as Google and Microsoft, respectively, motionless oversee the keys. </p><h2 id="switch-to-a-dedicated-encrypted-email-provider">Switch to a dedicated encrypted email provider </h2><p>For those who are consenting to commencement caller alongside a new email location (or who have a tradition domain), providers akin <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">Proton Mail</a> or <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">Tuta</a> recommendation native end-to-end encryption. The caveat: by default, this is lone between users on the identical service, so from one Proton person to another. If you desire to dispatch an end-to-end encrypted email from Proton to a Gmail user, for example, you have to set up <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" title="open in a new window" rel="noopener">password protection</a> (and portion the password via another safe channel) or use a PGP-compatible tool akin those listed above. You can additionally Proton's Gmail integration does authorize for end-to-end encryption, but <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank">only if the two Gmail parties are using the Proton integration</a>. </p><p>The base row current is that email wasn't designed to be a extremely safe form of communication. End-to-end encryption does add a tier of privacy and safety if you jump through basketball to set it up, but it's motionless susceptible to individual error and social engineering. </p> <div class="leading-normal prose-sm mt-4 line-clamp-2"> <p></p><p>Emily Long is a freelance author based in Salt Lake City. </p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/these-are-the-best-ways-to-encrypt-your-email-77007</guid> <pubDate>Fri, 13 Nov 2026 20:00:06 +0700</pubDate> <author><![CDATA[support@mycoding.id (Emily Long)]]></author> </item> <item> <title><![CDATA[Gemba Concepts Pvt Ltd: Overview, History and Services]]></title> <description><![CDATA[Gemba Concepts Pvt Ltd: Overview, History and Services. Gemba Concepts Private Limited guide covering business overview, history, mission, services, competitors and discussion prep tips for candidates.]]></description> <media:thumbnail url="https://www.boardinfinity.com/blog/content/images/2026/11/feat-1794595987259-40204.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/gemba-concepts-pvt-ltd-overview-history-and-services-76996</link> <content:encoded><![CDATA[<div class="gh-content prose prose-lg pb-8"> <h2 id="1-key-competitors-of-gemba-concepts-private-limited"><strong>1. Key Competitors of Gemba Concepts Private Limited</strong></h2><p>Gemba Concepts Private Limited plant in India's operational excellence space. Manufacturers and assistance businesses there employ exterior experts to put lean, Kaizen, TPM and problem-solving systems in location on the shop floor.</p><p>Clients rarely choose a partner on brand size alone. They difference hands-on implementation depth, the credibility of the methodology, the field cognition of the consultants, cost, and whether improvements final following the consultants leave.</p> <div> <div> <h4>Kaizen Institute India</h4> <div>Global Kaizen and lean consulting alongside on-site implementation</div> <p><b>Competes on:</b> Shop-floor Kaizen, lean transformation programmes and continuous-improvement training for Indian manufacturers.</p> <p><b>Position:</b> Strong brand recall in the Kaizen category. It additionally carries the credibility of an global network and a structured, proprietary methodology.</p> </div> <div> <h4>CII Institute of Quality</h4> <div>Industry-body training and consulting in norm and lean</div> <p><b>Competes on:</b> Lean, TQM and quality-improvement training and advisory activity for Indian manufacturing companies.</p> <p><b>Position:</b> The Confederation of Indian Industry backs it, which gives it uncomplicated admission to associate companies. It is additionally trusted for structured, certification-style programmes.</p> </div> <div> <h4>National Productivity Council</h4> <div>Government-linked efficiency consultancy and training body</div> <p><b>Competes on:</b> Productivity improvement, procedure studies and lean-oriented consultancy, particularly for public-sector units and MSMEs.</p> <p><b>Position:</b> It sits under the Ministry of Commerce and Industry. That gives it an border in government-linked and cost-sensitive assignments.</p> </div> <div> <h4>Benchmark Six Sigma</h4> <div>Lean Six Sigma training, certification and project consulting</div> <p><b>Competes on:</b> Corporate Lean Six Sigma programmes and improvement-project assistance for Indian organisations.</p> <p><b>Position:</b> Strong in certification-led capability building, anywhere a client wants trained belts in-house additional than a adviser on the floor.</p> </div> </div> <p>In an interview, difference Gemba Concepts alongside these rivals on genuine dimensions. Look at implementation versus training focus, client section (large OEM, MSME or community sector), methodology and sustainment of results. Then say anywhere its gemba-first, on-site method wins, alternatively of reducing the answer to who is bigger.</p><hr><h2 id="2-corporate-social-responsibility-csr"><strong>2. Corporate Social Responsibility (CSR)</strong></h2><p>Gemba Concepts helps manufacturers cut waste, build workforce skills and run safer plants. Its most dependable social contribution hence sits near to that identical expertise: skills, productivity, safety and asset efficiency. The themes below are justified from what lean and operational excellence activity naturally touches.</p><p>Before you name a particular undertaking in an interview, inspect Gemba Concepts' latest website updates and LinkedIn posts. That way you citation what the business really says.</p> <div> <div> <span>🛠</span> <h4>Shop-Floor Skill Building</h4> <p>Teaching operators and supervisors essential problem-solving, 5S and norm activity so they transport skills that remain alongside them throughout jobs.</p> </div> <div> <span>🎓</span> <h4>Industry Readiness for Students</h4> <p>Guest sessions and workshops for ITI, certificate and engineering students on how genuine flora measure quality, shipment and cost.</p> </div> <div> <span>🏭</span> <h4>Productivity Support for MSMEs</h4> <p>Helping small suppliers clasp uncomplicated lean practices they could not alternatively afford, which protects local jobs and provision chains.</p> </div> <div> <span>♻</span> <h4>Waste and Resource Reduction</h4> <p>Applying lean discarded elimination to energy, water, scrap and packaging, anywhere operational funds and ecological advantage item the identical way.</p> </div> <div> <span>🦺</span> <h4>Workplace Safety and Ergonomics</h4> <p>Using gemba walks and ocular administration to place unsafe conditions and decrease strain on workers who lift, curve or reiterate tasks all shift.</p> </div> <div> <span>🤝</span> <h4>Open Knowledge Sharing</h4> <p>Sharing betterment methods through talks, articles and industry forums so the wider manufacturing community benefits, not fair paying clients.</p> </div> </div> <hr><h2 id="3-interview-process-selection-rounds"><strong>3. Interview Process &amp; Selection Rounds</strong></h2><p>Hiring at a lean consultancy akin Gemba Concepts is small-team and practical. You are normally assessed by consultants and board who do the activity themselves, not by a ample HR panel.</p><p>Consulting and implementation roles lean heavily on shop-floor thinking and a problem-solving exercise. Training, endeavor betterment and promotion roles put additional importance on communication and client handling. Experienced hires typically skip the written test and go deeper into former project results.</p> <div> <div> <div> <span>1</span> <span></span> </div> <div> <h4>Application and Shortlisting</h4> <p>Your CV is screened for applicable degrees and exposure. Industrial, manufacturing or mechanical engineering and operations MBAs lawsuit consulting roles, during communication and revenue visibility matters for client-facing ones. Plant internships, live projects and any Lean or Six Sigma certification fortify a consulting profile.</p> </div> </div> <div> <div> <span>2</span> <span></span> </div> <div> <h4>Aptitude or Written Assessment</h4> <p>Freshers and evidence candidates frequently obtain a abbreviated test on quantitative reasoning, logic and essential operations concepts specified as sequence period or defect rates. Training and promotion candidates may alternatively be asked for a written part or a abbreviated display outline.</p> </div> </div> <div> <div> <span>3</span> <span></span> </div> <div> <h4>Functional or Technical Interview</h4> <p>A adviser tests degree in your route. Consulting candidates visage questions on 5S, Kaizen, value stream mapping, TPM and Six Sigma basics. Business betterment candidates are probed on prospecting, B2B marketing and handling lengthy revenue cycles.</p> </div> </div> <div> <div> <span>4</span> <span></span> </div> <div> <h4>Case or Problem-Solving Exercise</h4> <p>You may be stated a factory scenario, specified as falling output or rising rejection, and asked how you would diagnose it. Interviewers observe whether you ask for data and propose going to the flat before jumping to a fix. Trainer candidates may provision a abbreviated imitate meeting instead.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Director and HR Discussion</h4> <p>A elder chief checks fit, motivation and preparedness for journey and plant-based work. HR closes alongside notice period, joining date and location. For informed hires, this circular frequently includes a detailed walk-through of one former betterment project and its measured results.</p> </div> </div> </div> <p>Lean consultants expend much of their period inner client plants, so it helps to comprehend what manufacturers themselves test for in shop-floor hires. The <a href="https://en.mycoding.id/category/technology" target="_blank">Advik Hi-Tech administration trainee discussion guide</a> shows how an auto-component creator probes factory fundamentals, which mirrors the client-side perspective you volition activity with.</p><hr><h2 id="4-common-interview-questions-across-roles"><strong>4. Common Interview Questions Across Roles</strong></h2><p>Any Gemba Concepts applicant can visage these company-fit questions, any the function. Role-specific specialized questions are covered in all role's own guide.</p> <div id="iq-cq-wrap"> <h3>Company-Fit &amp; General Questions</h3> <div id="iq-cq-filters"></div> <div id="iq-cq-list"></div> </div> <hr><h2 id="5-required-skills-tools"><strong>5. Required Skills &amp; Tools</strong></h2><p>Required skills at Gemba Concepts differ by occupation route. This array maps all accomplishment set to the identical routes used in Career Opportunities below.</p> <hr><h2 id="6-career-opportunities-at-gemba-concepts-private-limited"><strong>6. Career Opportunities at Gemba Concepts Private Limited</strong></h2><p>Careers at Gemba Concepts Private Limited are organised by functional path fairly than one company-wide ladder. Each path has its own admission title, its own mid-level function and its own indication that decides who moves up.</p><p>The routes below equivalent the accomplishment areas in the Required Skills array above. Pick the one that fits your background, and prepared evidence of the growth indication named at the end of all entry.</p> <div> <div> <div> <span>1</span> <span></span> </div> <div> <h4>Operations &amp; Execution</h4> <p>This path normally starts as Operations Executive or Operations Coordinator, afterward moves to Senior Executive and Operations Manager. The activity centres on scheduling, vendor follow-ups and keeping regular shipment on track. <b>Growth signal:</b> you get promoted whenever you own a metric end to end, specified as on-time shipment or disbursal per order, and enhance it without your director chasing you.</p> </div> </div> <div> <div> <span>2</span> <span></span> </div> <div> <h4>Sales &amp; Business Development</h4> <p>Typical titles are Business Development Executive, afterward Key Account Manager, afterward Regional or Business Development Manager. Day-to-day activity includes prospecting, client meetings, proposals and negotiating business terms. <b>Growth signal:</b> reiterate endeavor and a pipeline you built yourself figure for additional than a sole ample one-off win.</p> </div> </div> <div> <div> <span>3</span> <span></span> </div> <div> <h4>Quality &amp; Process Improvement</h4> <p>Common titles contain Quality Executive, Process Improvement Associate or Lean Specialist, and afterward Quality Manager or Continuous Improvement Lead. The activity involves audits, root-cause inspection and turning fixes into norm procedures. <b>Growth signal:</b> an betterment that motionless holds months following you hand it complete to the squad that runs it.</p> </div> </div> <div> <div> <span>4</span> <span></span> </div> <div> <h4>Marketing &amp; Brand</h4> <p>This path runs from Marketing Executive or Digital Marketing Executive to Marketing Specialist and Brand or Marketing Manager. The activity covers run planning, social media, satisfied and coordination alongside revenue on guide quality. <b>Growth signal:</b> campaigns you can tie to enquiries or revenue, not fair attain and impressions.</p> </div> </div> <div> <div> <span>5</span> <span></span> </div> <div> <h4>Finance &amp; Accounts</h4> <p>Titles normally advancement from Accounts Executive to Senior Accountant or Finance Analyst, afterward Finance Manager. Daily activity includes bookkeeping, GST and TDS filings, reconciliations and month-end closing. <b>Growth signal:</b> clean, on-time closes and compliance, affirmative the habit of flagging disbursal or cash-flow issues before anyone asks.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>HR &amp; Administration</h4> <p>Entry roles are HR Executive or Talent Acquisition Executive, moving to HR Generalist and afterward HR Manager or HR Business Partner. The activity spans hiring, onboarding, payroll coordination, statutory compliance and employee engagement. <b>Growth signal:</b> hires who remain and execute well, which shows you comprehend what all squad really needs.</p> </div> </div> </div> <hr><h2 id="7-future-outlook-and-strategic-plan"><strong>7. Future Outlook and Strategic Plan</strong></h2><p>Gemba Concepts Private Limited takes its name from a center lean idea: the gemba is the location anywhere value is created, whether that is a machining division or a claims-processing desk. The milestones in the Section 1 timeline display how that method has been built up complete time.</p><p>The themes below are directions to prepared for, not a published roadmap. Each cardstock explains what a applicant have to be prepared to discuss.</p> <div> <div> <div> <span>1</span> </div> <div> <h4>Gemba-first issue solving</h4> <p>Be prepared to explain why study at the item of activity comes before glide decks. Use two examples: observing changeovers on an auto-component media row in Chakan, and timing the tolerant stream at a hospital OPD registration counter.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Building client capability, not dependence</h4> <p>Expect questions on how you would train supervisors and operators so betterment continues following the involvement ends. Know the basics of 5S, norm activity and value stream mapping fine adequate to instruct them to a blended audience.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>Data and digital tools in assistance of lean</h4> <p>Show that you can use data without treating application as the solution. You power citation OEE tracking on a packaging line, or dispatch-time dashboards for an e-commerce fulfilment centre, and explain how all one exposes discarded a individual can afterward remove.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Sustaining results and managing change</h4> <p>Prepare to conversation why kaizen gains frequently diminish and what prevents it, specified as regular huddles, ocular boards and layered audits. Think concerning how you would grip a sceptical change in-charge or a factory caput who expects results inside a sole quarter.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Resource effectiveness as part of discarded reduction</h4> <p>Connect lean thinking to material, energy and h2o use. Two examples: cutting scrap on a synthetic moulding line, and reducing compressed-air leaks in a textile unit. Both lesser disbursal and ecological effect through the identical betterment discipline.</p> </div> </div> </div> <hr><h2 id="8-conclusion"><strong>8. Conclusion</strong></h2><p>Gemba Concepts Private Limited plant in operational excellence, a site anywhere credibility comes from changes clients can see at the item of work. Its direction depends on staying near to that activity during assisting clients build enduring betterment habits.</p><p>For person joining, that method rolling up your sleeves on shop floors and assistance desks. It additionally method coaching group who may oppose alter and measuring achievement by what motionless holds following you leave. Candidates who display curiosity, patience and applicable problem-solving volition fit best.</p> <div id="inline-toc-container" class="inline-toc-widget bg-gray-50 border border-gray-200 rounded-lg p-6 my-8 hidden"> <p class="font-serif text-xl text-gray-800 font-bold mb-4 mt-0"> Table of Content </p> <div class="gh-toc"></div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/gemba-concepts-pvt-ltd-overview-history-and-services-76996</guid> <pubDate>Fri, 13 Nov 2026 19:55:43 +0700</pubDate> <author><![CDATA[support@mycoding.id (Board Infinity)]]></author> </item> <item> <title><![CDATA[Yes Bank: Regulatory Reporting Banking & Finance Interview Guide]]></title> <description><![CDATA[Yes Bank: Regulatory Reporting Banking & Finance Interview Guide. Prepare for the Yes Bank Regulatory Reporting interview: RBI returns, LCR and reconciliation questions, skills and a 4-week scheme for CA and MBA candidates.]]></description> <media:thumbnail url="https://www.boardinfinity.com/blog/content/images/2026/11/feat-1794596052036-52541.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/yes-bank-regulatory-reporting-banking-finance-interview-guide-76997</link> <content:encoded><![CDATA[<div class="gh-content prose prose-lg pb-8"> <p>Every figure Yes Bank sends to the Reserve Bank of India (RBI), from a regular liquidity stance to an annual statistical return, passes through its Regulatory Reporting team. This squad sits inner Financial Management in Mumbai and decides whether a fig is exact adequate to defend before a supervisor. A sole incorrect figure current is a regulatory issue, not a typo.</p><p>This guide is for Chartered Accountant, MBA, Company Secretary and disbursal accountancy candidates preparing for the younger administration Team Member function in Regulatory Reporting. It explains the job in plain English and covers the skills that get tested, how financial institution interviews normally run, 28 role-specific questions alongside example answers, and a four-week preparedness plan.</p><h2 id="1-about-the-regulatory-reporting-role"><strong>1. About the Regulatory Reporting Role</strong></h2><p>This function makes certain the numbers Yes Bank reports to the RBI are complete, accurate and on time. You obtain raw data from throughout the bank, rotate it into regulatory returns and demonstrate all fig against the books. You additionally explain any movement that looks unusual.</p><p>The most crucial call you create is whether a figure is prepared to document or needs to be escalated first. You activity as an idiosyncratic contributor under a Team Lead, and you agreement regular alongside Risk, Finance, Compliance and IT, affirmative auditors and the RBI. If returns and supervisory reporting are new to you, commencement alongside this overview of regulatory reporting standards in the banking sector.</p> <hr><h2 id="2-required-skills-and-qualifications"><strong>2. Required Skills and Qualifications</strong></h2><h3 id="educational-qualifications">Educational Qualifications</h3><p>Any among the following expert qualifications meets the requirement.</p> <h3 id="skills-overview">Skills Overview</h3> <hr><h2 id="3-day-to-day-responsibilities"><strong>3. Day-to-Day Responsibilities</strong></h2><p>A representative week mixes fixed deadlines alongside inquiry work. Daily liquidity figures arrive archetypal all morning, fortnightly and monthly returns build toward their due dates, and queries from auditors or the RBI attain in between.</p> <div> <div> <div> <span>1</span> </div> <div> <h4>Collecting and Validating Data</h4> <p>Every come back starts alongside data pulled from endeavor units throughout the bank: treasury for investments, retailing and wholesale banking for deposits and loans, operations for transaction volumes. You inspect that all nourish is complete, that totals are in row alongside the former period, and that sectors akin maturity date or client category are filled correctly. This data feeds liquidity hazard reports, statistical returns and supervisory returns.</p> </div> </div> <div> <div> <span>2</span> </div> <div> <h4>Preparing and Filing Returns</h4> <p>Returns run on distinct clocks: daily, monthly, quarterly, half-yearly and annual. For all one you populate the prescribed format, run its validation checks, dispatch it for assessment and document it before the cutoff. Most go to the RBI, and a set of reports additionally goes to the bank's important shareholders, so the identical underlying numbers must inform one accordant story.</p> </div> </div> <div> <div> <span>3</span> </div> <div> <h4>Running Reconciliations</h4> <p>Before a come back is filed, key figures are tied rear to the General Ledger (GL). If the loans fig in a come back does not equivalent the GL balance, you trace the gap to its cause, specified as a timing difference, an unmapped merchandise code or a manual diary entry. You afterward document the clarification so a reviewer or auditor can prosecute the trail without asking you.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Analysing the Balance Sheet</h4> <p>You assessment the balance panel row by row and throughout periods. Why did investments increase this quarter? Why did current document balances fall? Does the movement in provisions equivalent the movement in bad loans? This tells you whether reported figures create endeavor sense, and it gives you prepared answers whenever the RBI or elder administration asks why a figure moved.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Building Accuracy Controls</h4> <p>Controls are the checks that halt errors from reaching the regulator. In custom this method maker-checker sign-offs, tolerance checks that emblem any row moving beyond a set percentage, and cross-return checks, since the deposit fig for one date should concur throughout all come back that reports it. It additionally method keeping an evidence directory for all submission.</p> </div> </div> <div> <div> <span>6</span> </div> <div> <h4>Explaining Variances</h4> <p>For all return, you difference current figures alongside the former duration and alongside connected reports, afterward compose a abbreviated clarification for all matter movement. A keen jump in term deposits power be a genuine deposit drive, one ample company deposit, or a mapping error in the data feed. Your job is to cognize which one it is before the come back is signed off.</p> </div> </div> <div> <div> <span>7</span> </div> <div> <h4>Flagging Data and Process Gaps</h4> <p>When origin data is incorrect or incomplete, for example customers tagged to the incorrect sector, missing collateral values or a new merchandise alongside no reporting code, you log the matter and evaluation its effect on the return. You afterward escalate it to the data owner and your Team Lead. The identical applies to procedure gaps, specified as a stage that depends on one person's personal spreadsheet.</p> </div> </div> <div> <div> <span>8</span> </div> <div> <h4>Supporting the Fix</h4> <p>Raising a issue is lone fractional the job. You afterward assistance fix it by penning the data necessity for IT, evaluation the corrected nourish against before outputs and re-running the affected returns. You additionally assistance decide whether a resubmission or an explanatory note to the RBI is needed. The matter stays on your tracker until it is completely closed, not fair until the deadline passes.</p> </div> </div> <div> <div> <span>9</span> </div> <div> <h4>Supporting Audits and Inspections</h4> <p>Returns are examined by inner auditors, statutory auditors, concurrent auditors and RBI inspection teams. You drag samples, portion operating records and reconciliations, explain your method and react to observations inside accepted timelines. Well-kept workings create an audit a two-day exercise; poorly documented returns rotate it into weeks of rework.</p> </div> </div> <div> <div> <span>10</span> </div> <div> <h4>Improving Reporting Processes</h4> <p>Regulators revise formats and add data points, and banks keep moving manual activity onto automated reporting tools. You obtain part in the two kinds of project: mapping old templates to new ones, comparing scheme outputs alongside manual calculations during parallel runs, and pointing out manual steps that can be removed. The RBI's move of returns onto its Centralised Information Management System (CIMS) is one specified regulatory change.</p> </div> </div> <div> <div> <span>11</span> </div> <div> <h4>Keeping SOPs Current</h4> <p>Each come back needs a Standard Operating Procedure (SOP) or procedure note listing its data sources, mapping logic, validation checks, reviewers and timelines. You update it whenever a format, scheme or circular changes. The test of a fine SOP is simple: a coworker covering your leave, or an auditor, have to be capable to rebuild the submission from the document alone.</p> </div> </div> <div> <div> <span>12</span> </div> <div> <h4>Working With Internal Teams</h4> <p>Risk, Finance, Compliance and IT all own part of the data or its interpretation. You power ask Risk how a credit visibility have to be classified, ask Finance to explain an different ledger entry, inspect alongside Compliance how a new RBI circular applies, or lift a ticket alongside IT whenever a scheme extract breaks. Precise, well-documented requests get faster answers.</p> </div> </div> <div> <div> <span>13</span> </div> <div> <h4>Handling Auditor and RBI Queries</h4> <p>When the RBI asks for additional information, questions a fig or clarifies how a data site have to be reported, you assistance outline the response, nexus supporting workings and create certain it agrees alongside what was submitted earlier. You do the identical for external auditors. Every external reply is reviewed internally before it leaves the bank.</p> </div> </div> <div> <div> <span>14</span> </div> <div> <h4>Closing Submissions on Time</h4> <p>A missed regulatory deadline is a compliance failure, so you scheme backward from all due date: whenever data must arrive, whenever assessment happens, whenever filing is done. This additionally covers one-off data requests from the RBI and another authorities, which arrive alongside abbreviated timelines and must be as exact as any scheduled return.</p> </div> </div> <div> <div> <span>15</span> </div> <div> <h4>Following Control Frameworks</h4> <p>Every come back must prosecute the applicable RBI direction, the bank's inner authority example and its endorsement matrix. In custom this method using the regulator's definitions fairly than inner ones, getting the correct sign-offs before submission and retaining evidence. It additionally method never changing a reported fig without a documented logic and approval.</p> </div> </div> </div> <hr><h2 id="4-key-competencies-for-success"><strong>4. Key Competencies for Success</strong></h2><p>Most shortlisted candidates cognize the accounting. The ones who do fine in regulatory reporting behave akin the final row of defence before the regulator. They inspect their own work, chase base causes and remain calm at cutoff.</p> <hr><h2 id="5-interview-process-at-yes-bank"><strong>5. Interview Process at Yes Bank</strong></h2><p>Hiring for backing and regulatory roles at ample Indian personal banks normally follows the sequence below. The figure of rounds and their command can change by hiring channel, specified as evidence placement or lateral hiring, so verify the format alongside your recruiter or placement cell.</p> <div> <div> <div> <span>1</span> <span></span> </div> <div> <h4>Application and Shortlisting</h4> <p>Profiles attain through evidence placement cells, job portals, referrals or consultants. HR or the hiring squad screens for the qualification and for visibility to financial institution audits, financial reporting or treasury work. For CA candidates, articleship involving financial institution branch or statutory audits carries genuine weight.</p> </div> </div> <div> <div> <span>2</span> <span></span> </div> <div> <h4>Technical Interview With the Team Lead</h4> <p>A face-to-face or video circular evaluation RBI returns, prosperity and liquidity ratios, Basel III liquidity and capital, the financial institution balance panel and reconciliation. Expect CV-based follow-ups: if you citation a financial institution audit, you volition be asked exactly which returns or schedules you checked.</p> </div> </div> <div> <div> <span>3</span> <span></span> </div> <div> <h4>Functional or Managerial Round</h4> <p>Usually alongside a elder director or the function head. Scenarios dominate: delayed data, a mismatch at cutoff, an RBI query. The panel additionally checks whether you can explain a variance plainly to person exterior finance.</p> </div> </div> <div> <div> <span>4</span> <span></span> </div> <div> <h4>HR Discussion</h4> <p>Covers motivation, occupation goals, notice duration and compensation expectations. HR additionally probes the bank's behavioural competencies, particularly integrity and run for results, through abbreviated past-behaviour questions.</p> </div> </div> <div> <div> <span>5</span> </div> <div> <h4>Offer and Background Verification</h4> <p>Regulated banks verify qualifications, occupation former and references before or shortly following the offer. Keep affiliation numbers, grade sheets and relieving alphabet prepared to evade delays.</p> </div> </div> </div> Candidates alongside powerful accounting theory frequently stumble whenever asked to use it inner a bank. They can define CRR but cannot name the come back that reports it, or they comprehend reconciliation in regulation but cannot explain how they would trace a ₹2 crore gap between a come back and the ledger an hr before cutoff. Anchor all specialized answer in a genuine example from articleship, an internship or a project. <hr><h2 id="6-interview-questions"><strong>6. Interview Questions</strong></h2><p>Use STAR (Situation, Task, Action, Result) for behavioural questions. For specialized questions, commencement alongside the regulatory source, afterward the formula, afterward a worked number. For cases, think aloud in apparent steps: confirm, diagnose, size, escalate, document. Banking panels reward candidates who quantify and who escalate before filing fairly than after.</p> <div id="iq-q1-wrap"> <h3>Behavioural and Company-Fit Questions</h3> <div id="iq-q1-filters"></div> <div id="iq-q1-list"></div> </div> <div id="iq-q2-wrap"> <h3>Technical and Financial Questions</h3> <div id="iq-q2-filters"></div> <div id="iq-q2-list"></div> </div> <div id="iq-q3-wrap"> <h3>Case-Based and Analytical Questions</h3> <div id="iq-q3-filters"></div> <div id="iq-q3-list"></div> </div> <hr><h2 id="7-topics-and-areas-of-focus"><strong>7. Topics and Areas of Focus</strong></h2><p>These are the areas most apt to be tested, all mapped to a particular preparedness step. The RBI publishes the governing rules as <a href="https://en.mycoding.id/category/technology" target="_blank">RBI expert directions</a>, which have to be your chief study fairly than secondary summaries.</p> <hr><h2 id="8-preparation-plan"><strong>8. Preparation Plan</strong></h2> Freshers: concentration on conceptual degree and organized answers, and use articleship or internship activity as your evidence. Experienced candidates: prepared 3-5 particular stories from former roles alongside amounts, deadlines and outcomes, since banking panels investigation for measurable results and ownership, not fair a catalog of duties. <div> <div> <span>Week 1</span> <h4>Banking and RBI Basics</h4> <p>Bank balance sheet, CRR, SLR, NDTL and Yes Bank results.</p> </div> <div> <span>Week 2</span> <h4>Liquidity, Capital, Asset Quality</h4> <p>LCR, NSFR, ALM statements, CRAR, IRAC and CRILC.</p> </div> <div> <span>Week 3</span> <h4>Reconciliation and Stories</h4> <p>Excel drills, variance write-ups and STAR stories.</p> </div> <div> <span>Week 4</span> <h4>Mocks and Revision</h4> <p>Timed imitate panels and fixing feeble topics.</p> </div> </div> <h3 id="pre-interview-checklist">Pre-Interview Checklist</h3> <hr><h2 id="9-career-growth-next-roles"><strong>9. Career Growth &amp; Next Roles</strong></h2><p>Progression in financial institution regulatory reporting is earned through a spotless track record: returns submitted on time, few audit observations and the rely to grip regulator queries directly. People typically move from preparing returns, to owning a come back stream, to reviewing others' work. The timelines below are representative industry ranges and change alongside achievement and openings.</p> <div> <div> <div> <span>1</span> <span></span> </div> <div> <h4>Team Member, Regulatory Reporting (Now)</h4> <p>You prepared and reconcile an assigned set of returns, compose variance explanations and assistance audits. To move up, you need a run of error-free, on-time submissions, SOPs that others can follow, and evidence that you discover and fix data problems at the source. Volunteering for a format alter or automation project gets you noticed early.</p> </div> </div> <div> <div> <span>2</span> <span></span> </div> <div> <h4>Return Stream Owner (About 2-3 Years)</h4> <p>You own a complete stream, specified as liquidity or asset norm returns, and act as checker for younger colleagues. You outline responses to RBI queries and guide the team's flank of audits for your stream. To progress, you must display you can construe new circulars, range their reporting effect and provision changes on time.</p> </div> </div> <div> <div> <span>3</span> <span></span> </div> <div> <h4>Team Lead, Regulatory Reporting (About 4-6 Years)</h4> <p>You oversee a small team, sign off returns, and coordinate alongside Risk, Treasury and IT on larger reporting projects. You rotate into a regular item of communication for auditors and the regulator. Moving beyond this flat requires group leadership, audio judgement on materiality and escalation, and the credibility to current reporting issues to elder management.</p> </div> </div> <div> <div> <span>4</span> </div> <div> <h4>Leadership or Deep Specialist (Beyond 6 Years)</h4> <p>One way leads to heading regulatory reporting or a wider financial authority function, owning the bank's general reporting example and regulator relationship. The another leads to expert degree in Basel chief and liquidity, regulatory guideline explanation or reporting data architecture. Either way rewards a lengthy document of accuracy and the capability to explain complex rules simply.</p> </div> </div> </div> <p>The skills built in this squad additionally open lateral moves into neighboring backing and hazard functions.</p> <hr><h2 id="10-conclusion"><strong>10. Conclusion</strong></h2><p>The sole most crucial item is to demonstrate you can activity alongside genuine numbers inner RBI rules. Panels for this function are not evaluation whether you have memorised definitions. They desire to see that you can name the return, compute the ratio, trace a mismatch and escalate before filing.</p><p>Two actions volition set you apart. First, peruse the Yes Bank annual study and Pillar 3 disclosures, so you can conversation the bank's own liquidity and chief reporting in its own terms. Second, rehearse one reconciliation or variance narrative alongside genuine amounts until you can inform it plainly in under two minutes.</p> Open the RBI expert directions leaf today, peruse the direction on CRR and SLR, and compute NDTL, CRR and SLR for a uncomplicated made-up balance sheet. If you can explain all figure aloud in under two minutes, you are prepared for the beginning specialized questions. <h3 id="top-tips-for-interview-success">Top Tips for Interview Success</h3> <h3 id="more-on-yes-bank">More on Yes Bank</h3><p>For business backdrop before your interview, peruse this overview of <a href="https://en.mycoding.id/category/technology" target="_blank">Yes Bank's business, former and growth strategy</a>.</p> <div id="inline-toc-container" class="inline-toc-widget bg-gray-50 border border-gray-200 rounded-lg p-6 my-8 hidden"> <p class="font-serif text-xl text-gray-800 font-bold mb-4 mt-0"> Table of Content </p> <div class="gh-toc"></div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/yes-bank-regulatory-reporting-banking-finance-interview-guide-76997</guid> <pubDate>Fri, 13 Nov 2026 19:55:40 +0700</pubDate> <author><![CDATA[support@mycoding.id (Board Infinity)]]></author> </item> </channel> </rss>