MC Project

I stayed at a 5-star Four Seasons hotel in Jackson Hole, Wyoming. My $1,000-a-night room felt like a skier's sanctuary.

support@mycoding.id (Joey Hadden) — Fri, 23 Oct 2026 13:53:01 +0700

The author's visitant area at the Four Seasons Jackson Hole retreat starts at concerning $1,000 during the winter ski season. Joey Hadden/Business Insider

When I arrived at the Four Seasons Jackson Hole on a muggy day in first September, I imagined it covered in snow. This was in 2024, whenever I visited Jackson Hole, Wyoming, for the archetypal time.

I spent one night at the five-star ski-in, ski-out resort. If I always obtain a ski trip, I ideate that my area at this Four Seasons would be a peaceful location to remainder following an energetic day of gliding through powder.

Step inner the 550-square-foot area alongside a starting charge of nearly $1,000 a night during the winter ski season.

Welcome to the Four Seasons Jackson Hole, a five-star, slopeside ski resort.

Guests ski in the winter at the Four Seasons Jackson Hole. Courtesy of Four Seasons Jackson Hole

The 65-year-old inn sequence has a luxurious position and complete 130 locations worldwide, all designed to indicate its destination.

Kim Cole, the director of community relations for the Four Seasons, told Business Insider that the business describes the Jackson Hole location's imaginative as "modern mountain chic," catering to hikers, bicyclists, and skiers in the winter.

After checking in, I explored the area alongside the representative peak-season visitant in mind.

The author's area key cardstock was wooden alongside mountain etchings. Joey Hadden/Business Insider

The inn has 106 visitant rooms and 18 suites. The starting charge is $525 in the offseason and $995 in the highest winter season. Business Insider received a media charge for a one-night stay.

There are additionally 31 Resort Residences on-site, built to assist ample groups. These residences have kitchens and up to five bedrooms. Starting prices range from $4,200 to $11,000, depending on the season.

Cole told Business Insider that in the winter, visitant rooms are typically booked alongside energetic guests who act in winter sports, so I imagined how the area would awareness as a skier.

The bed was plush alongside warm, fluffy bedding and compact pillows.

The visitant room's king-sized bed. Joey Hadden/Business Insider

The king-sized bed sat between mixed-material nightstands alongside edgy lamps that contrasted alongside traditional wooden shutters.

With one king-sized bed, the area sleeps up to three adults (or two adults and one kid). The area can additionally be arranged alongside two twice beds, expanding the maximum occupancy to four adults (or two adults and two kids).

The nature-inspired headboard was a mesmerizing declaration piece.

A close-up of the headboard. Joey Hadden/Business Insider

The headboard was the standout part in the room. A cherry-wood example juxtaposed alongside a bright-white depiction gave it a midcentury contemporary look.

The depiction was a textured carving of trees that I could awareness whenever I swept my fingers complete the branches. A ray bar glowed below the board, making it easier to see the particulars of the monochrome image.

The bed was so comfortable that I didn't desire to get up — and alongside astute controls on the in-room tablet, I didn't have to.

The tablet had a remain beside the bed. Joey Hadden/Business Insider

The tablet on the nightstand served as the room's authority center, commanding everything from the TV to area service. This amenity was added in the 2022 remodel.

The tablet would be particularly helpful following an exhausting day on the slopes.

The another nightstand held an eclectic rack of books alongside a heated pale color palette.

Books row the base rack of a nightstand. Joey Hadden/Business Insider

Few things are additional relaxing on a snow day than cozying up alongside a fine book.

Luckily, my area had a small choice of biographies, historic literature, and novels, ranging from realistic fabrication to young grownup fantasy.

Publishing dates for these books ranged from 2003 to 2020, but I idea they looked much older. They were all sleeveless alongside a pale or off-white binding.

Across from the bed, a ample TV was mounted complete a rock fireplace.

A perspective of the area from the bed. Joey Hadden/Business Insider

Rustic drawers were to the remaining of the fireplace, during a contemporary sitting area was on the right.

I noticed all the seating in my area was gentle and cushy, which seemed ideal for sore bodies following an energetic day.

The area additionally had a personal bar alongside aureate trimmings.

The bar and its offerings. Joey Hadden/Business Insider

The bar had an espresso machine, neutral-toned pottery mugs, and Four Seasons-branded water.

Beneath the bar, a cupboard hid the mini-fridge. It was stocked alongside liquor and snacks akin peanut M&Ms and gummy bears, which were accessible for an additional cost.

In the marble bathroom, the oversize tub had a bendy ablution caput that made me awareness akin I was in a spa.

The tub on one flank of the bathroom. Joey Hadden/Business Insider

The washroom had complimentary Le Labo toiletries.

The washroom felt spacious, alongside a double-sink vanity, a sizable shower, and a distinct toilet room.

The another flank of the bathroom. Joey Hadden/Business Insider

The mirrors and vanities were replaced by Wimberly Interiors in 2022.

Across from the bathroom, a walk-in closet held bathrobes, a safe, and several classic, upscale amenities I've lone seen in ultra-luxury hotels.

Inside the walk-in closet. Joey Hadden/Business Insider

I spotted old-school amenities akin a shoehorn and a radiance brush, which I've seen additional frequently in high-end European accommodations than in the US.

The roomy size of the washroom and closet made the area suitable for up to four guests.

The personal terrace seated one in a comfortable lounge chair.

A peek at the balcony. Joey Hadden/Business Insider

I spent several period on the deck, but since I imagined it would be small fun in the cold, I appreciated the sliding pane doors that let me bask the perspective without the cold.

Out there, I had a perspective of the ski lifts traveling up and downward Rendezvous Mountain.

Rendezvous Mountain is seen from the author's balcony. Joey Hadden/Business Insider

From the balcony, I spotted the downhill trails towering complete the resort's courtyard. Looking down, I pictured the green courtyard blanketed in snow.

In the winter, I ideate the biggest luxury of this $1,000-a-night area is hitting the slopes fair outside. If I always sojourn Jackson Hole during highest season, I'll lone splurge on a Four Seasons remain if I'm taking a ski trip.

Brick’s new app blocker is designed for bedtime doomscrolling

support@mycoding.id (Jess Weatherbed) — Fri, 23 Oct 2026 13:50:17 +0700

Jess Weatherbed

is a news author focused on imaginative industries, computing, and net culture. Jess started her occupation at TechRadar, covering news and hardware reviews.

Brick, the business rearward the $59 gadget that blocks you from using apps on your phone, has launched a new equipment that’s designed to assistance you cut rear on doomscrolling in bed. The $129 Brick Night introduces a location-based element: alternatively of requiring you to tap your phone against the device, akin the OG Brick, this type uses Bluetooth to automatically boot in whenever you act your area (or any another area you put it in).

The Brick Night uses two CR2477 batteries, and you can set a location area of up to 25 feet x 25 feet. Both this and the Brick authorize you to choose particular apps to obstacle alternatively of rendering your complete phone inaccessible, but the throw alongside the Night type is that the blocking happens automatically in the backdrop whenever you act the room, and so won’t interrupt or add new steps to your customary bedtime routine.

Brick’s night type additionally supports multiple users, and all can independently configure their own settings, modes, blocked app selection, period windows, and spaces. Still, the Brick Night is additional than twice the price, and since it doesn’t contain NFC capabilities, it can’t be used for the two location-based and tap-based blocking — which would authorize it to substitute the first Brick.

Follow topics and authors from this narrative to see additional akin this in your personalized homepage nourish and to obtain email updates.

Jess Weatherbed

I'm a professional declutterer and don't declutter my entire house at once. I get rid of 5 things a day instead.

support@mycoding.id (Julia Williamson) — Fri, 23 Oct 2026 13:49:01 +0700

The author suggests getting rid of 5 things a day. Natalia Lebedinskaia/Getty Images

The holidays are about the corner, and shortly the chaos of hosting and journey volition start. If tidying the home and reducing your clutter are things you idea you'd get to this year, let's obtain the force off and do it as gently as possible, before it ends.

I assistance my clients get rid of clutter year-round. Here are a few strategies to create a durable project easier.

Be realistic

One item that can derail your decluttering project is false optimism. Have you always said, "We'll apparent out the car shed on Saturday and w'll do item fun Sunday!"? Taking attention of material that has resisted administration for years won't be done in an afternoon. There are so many choices to create whenever you're trying to get rid of things, and that's anywhere disturbance and exhaustion create a apparently uncomplicated procedure into one that's difficult to face.

But don't despair — you can create advancement and get things tidied up before next year. Imagine not having this project on your catalog whenever spring's optimism returns.

Slow and dependable is key

You recall the tortoise and the hare? Slow and dependable wins the race, and it volition additionally get your residence emotion additional roomy and tidy. Try the five-a-day (or three-a-day, or two-a-day) method. Put a cardboard box in your rear hall, garage, or another staging area. Choose five (or three or two) things all day and toss them in the box — or the trash.

These items can be anything; on a challenging day, you power get rid of an old dried-up glue stick, a charging cord that doesn't equivalent your current phone, and a stack of expired coupons. When you awaken up one day emotion motivated, you power appearance for five pairs of unworn shoes and additionally choose five books you don't desire anymore.

It power awareness akin these small movements won't create a dent in the problem, but they will. After a brace of months, you'll discover that drawers are small crowded and you can commencement to see surfaces again. Just keep at it.

Do not fear the refuse can. Recycling is important, but at a certain point, things do rotate into trash. Holding on to them since you awareness blameworthy concerning the landfill isn't assisting the planet. If you desire to create a difference, try purchasing less.

Schedule the difficult stuff

Maybe you've got a damaged lawnmower. Is there a location in your community that recycles old equipment? Maybe there's a elevated academy shop category that would obtain it. Maybe a helpful neighbor can fix it up. Spend a small period doing your research, afterward choose a day to obtain the lawnmower to its next home.

Getting those challenging items out of the home is a huge help. Accept that it power obtain a small ingenuity, time, and energy; if you don't anticipate it to be uncomplicated and instantaneous, you won't be so effortlessly discouraged.

Maybe it makes awareness to employ person to haul distant the unwieldy stuff. Great! Just do it.

Gamify decluttering

Waiting for the coffee to brew? Look about the kitchen. Surely there is one item that can be thrown away. Waiting for the ablution h2o to warmth up? Find one item in the washroom you can do without. Try getting rid of one item in all area in the house. Then do it again tomorrow.

Make a bet alongside your partner, roommate, or kid. Who can get rid of the most material in a day or a week? Initiate challenges! Hand out prizes! Turn residence administration into a equivalent alternatively of a chore.

Tidy in phases

Maybe it's not fair clutter making your existence difficult. Look, you're tired, existence is challenging. If your home is consistently untidy, try this: remain up and put 10 things rear anywhere they belong. Glass in the dishwasher, shoes in the closet, mag in the recycle bin, etc. Set an alert for a fractional hour, afterward get up and do it again.

Call it lazy or call it realistic; if the activity gets done, it's done, whether you did it in an hr or five. Who lives in a absolutely tidy house, anyway? Don't let those TikTok feeds fool you; extremely few of us bask curated spaces alongside zero clutter or dust. We're living in our homes, and existence is inherently messy.

Do yourself a favor; expend as much period really managing your material as you do berating yourself for not doing it. You'll enhance your mental health and your home volition awareness better.

These TP-Link Travel Routers Are up to 25% Off Right Now

support@mycoding.id (Pradershika Sharma) — Fri, 23 Oct 2026 13:30:00 +0700

Pradershika Sharma is a tech deals author for Lifehacker.

She has a Master’s flat in English Literature, a B.Ed., and a TESOL certification. She has been penning professionally since 2018, creating merchandise reviews, affiliate articles, and hunt ads for earth clients during operating alongside Rubix Agency and Cognizant. Previously, she spent a twelvemonth instruction English at the younger elevated level.

An avid audience since childhood, Pradershika's idea of extreme sports is staying up to peruse “just one additional chapter.” She lives in India.

A journey router appears unnecessary until you run into unreliable inn wifi, equipment limits, or a community network you’d fairly not use. The TP-Link Roam 6 is built for exactly those situations, and its AX3000 type is currently downward to $69.99 from $79.98 on Amazon, during the cheaper AX1500 is $44.99, downward from $59.99, alongside price trackers showing the two at their lowest prices so far.

Wifi 6 Travel Router

TP-Link Roam 6 AX3000

TP-Link Roam 6 AX1500

$44.99 at Amazon

$59.99 Save $15.00

Get Deal

Get Deal SEE -1 MORE

So the choice mostly comes downward to whether you desire to preserve $25 or pay additional for faster networking and additional capacity—both can obtain hotel, Airbnb, or another community wifi and rotate it into one personal network for your devices, which method you can nexus the router formerly and afterward associate your phone, laptop, tablet, and streaming rod through it alternatively of signing all one in separately. They additionally assistance OpenVPN and WireGuard, so you can path those connected devices through a VPN if you desire an additional tier of privacy.

The AX3000 is the one I would appearance at if you journey alongside multiple devices, activity remotely, or merely desire additional headroom. It can provision up to 2,402Mbps on the 5GHz collection and 574Mbps on 2.4GHz, compared alongside 1,201 Mbps and 300 Mbps, respectively, on the AX1500, and it can grip up to 80 connected devices alternatively of 60. You additionally get a 2.5Gbps WAN harbor for faster wired internet, affirmative USB 3.0 for things akin phone tethering, a USB modem, or document sharing. None of those upgrades volition fix bad inn internet, but they create the AX3000 improved suited to heavier use formerly you are on a decent connection.

What do you think so far?

The AX1500, meanwhile, motionless gives you Wi-Fi 6, Gigabit Ethernet, USB tethering, and the center travel-router features, making it the easier choice if you mostly journey solo or fair desire a uncomplicated way to get a laptop, phone, and a few another devices online.

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Pradershika Sharma is a tech deals author for Lifehacker.

Mighty School v2.4 – School Management System Script

support@mycoding.id (Null Php Script) — Fri, 23 Oct 2026 13:10:00 +0700

Mighty School v2.4 – School Management System Script Free Download. Mighty School is a Cutting-edge SaaS-based, Multi-Branch School Management System designed for Schools, Colleges, Universities, and Educational Institutions of all Sizes. Now additional Powerful than ever, it Offers a Scalable and Flexible phase that can be used Anywhere, from Small Institutes to Large Multi-campus Universities.

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Download Mighty School – School Management System Software

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A Bad Week for the Web: What’s Confirmed and What to Do

support@mycoding.id (Traversy Media) — Fri, 23 Oct 2026 13:03:11 +0700

A Bad Week for the Web: What’s Confirmed and What to Do

Three distinct safety incidents hit three distinct parts of the stack in one week: PHP2Shell, the Railway surroundings changeable breach, and eMudhra's compromised certificate authority keys. Here's what happened, what's really confirmed, and what you need to do, if anything. As promised, the event numbers and dates are below. Facts as of October 23, 2026. These stories are motionless moving, so inspect the sources for updates. PHP2SHELL - CVE-2026-109618 (GHSA-w8hw-w9fx-j79w) and CVE-2026-109619 (GHSA-6wmf-4rv5-p3rp) - CVSS v4.0 9.2, Critical. The 10.0 going about came from the leak, not from PHP. - Unauthenticated distant code implementation in PHP itself, affecting versions rear to 5.4 - Oct 17: Amazon saw the archetypal exploitation attempt on its honeypots - Oct 20: particulars leaked onward of the planned Oct 22 disclosure - Oct 21: fixes released and CISA published an alert - Fixed in PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35. One-time origin patches be for 7.4, 8.0 and 8.1. - No confirmed break-ins reported as of Oct 22 - Found by Wiz Research, Calif and OpenAI's safety team NODE.JS - Oct 21: safety publish fixing 10 CVEs - CVE-2026-111497: Brotli decompression flaw, rated High, no workaround - Fixed in Node 22.23.4, 24.22.1 and 26.12.1. The identical publish blocks the eight eMudhra intermediates. RAILWAY - Status leaf event QH8L8B3E - Oct 21: Railway disclosed that an unauthorized gathering got into the systems that shop client surroundings variables and, for several customers, obtained the decrypted values. Builds and deploys were paused. - Oct 22: builds rear for Pro and Enterprise (06:29 UTC) and Hobby (21:08 UTC) - Oct 23: builds and deployments operating normally on all plan, including Free and Trial (08:09 UTC update) - Earlier phase incidents: Vercel (disclosed Apr 19, 2026) and OpenCode (Oct 17, 2026). Nobody has stated it's the identical attackers. EMUDHRA - Mozilla Bugzilla 2083449 - Eight intermediate CA personal keys were recoverable: six for TLS, two for code signing. They were generated on Apr 30, 2025 by a damaged key generation step, and one personal key was exactly the figure 4. - Oct 17: reported to the browsers. Chrome blocked the intermediates at 19:45 UTC and Mozilla's obstacle was in location by 22:59 UTC. - Oct 20: made public, and Firefox 158.0.1 removed the emSign ECC Root CA - G3 root - Oct 22: eMudhra stated it volition depart the SSL/TLS certificate business - Oct 27: Chrome removes emSign ECC Root CA - G3 WHAT TO DO - PHP: update to a fixed version. On a Linux distro the type figure may not change, so inspect your distro's safety advisory, afterward restart PHP so the workers choice up the fix. - Node: update to 22.23.4, 24.22.1 or 26.12.1 - Railway: revoke the old keys at the provider first, create new ones, afterward update Railway and redeploy. Rotate all secret, not fair the ones you think were exposed. - Everyone: use a distinct API key for all app, set spending limits and alerts, and inspect your OpenAI and Anthropic use dashboards for unfamiliar models or abrupt spikes. - eMudhra: for most people, nothing. Keep your browser and OS updated. If you have a cert that chains to emSign ECC Root CA - G3, substitute it before Oct 27. TIMESTAMPS 0:00 Intro 1:25 PHP2Shell: what happened 1:52 Two ways to run PHP 2:44 It's a 9.2, not a 10 3:26 The 70% claim 3:54 Who established it, and AI's role 4:29 A messy patch 5:09 What to do concerning PHP 6:20 Node.js safety release 7:01 Railway breach 7:55 Rotate or remain down 8:18 Why AI keys are the target 9:02 A taken key is a credit card 9:25 What to do concerning Railway 9:54 Tips for everyone 10:32 eMudhra: 8 compromised CA keys 10:47 How the certificate sequence works 11:39 Not a hack: small keys 12:20 The browser reply and what to do 12:41 Wrap up: what ties it together 13:08 The fair pushback SOURCES PHP safety advisory: https://www.php.net/archive/2026.php#2026-10-21-5 CISA alert: https://www.cisa.gov/news-events/alerts/2026/10/21/critical-vulnerabilities-php-require-immediate-patching Node.js safety releases: https://nodejs.org/en/blog/vulnerability/october-2026-security-releases Railway status, event QH8L8B3E: https://status.railway.com/incident/QH8L8B3E Google on the eMudhra intermediates: https://blog.google/security/protecting-chrome-and-android-users-from-compromised-emudhra-intermediate-ca-certificates/ Mozilla Bugzilla 2083449: https://bugzilla.mozilla.org/show_bug.cgi?id=2083449 Scott Helme on recovering the keys: https://scotthelme.co.uk/eight-bits-of-trust-emudhras-ca-keys-cracked-in-milliseconds/

Search News Buzz Video Recap: Google Search Chatter, PHP Exploit, AI SEO Worthwhile, Google Local, Google Ads, ChatGPT Ads & More

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 23 Oct 2026 13:01:00 +0700

Search News Buzz Video Recap: Google Search Chatter, PHP Exploit, AI SEO Worthwhile, Google Local, Google Ads, ChatGPT Ads & More. This week, yes, we saw equal additional Google hunt ranking volatility chatter but motionless no authoritative center update. Google shared how to grip Google Search if you ne...

Memahami Cloud Native dan Cara Kerjanya

support@mycoding.id (Mc Project) — Fri, 23 Oct 2026 13:00:27 +0700

Memahami Cloud Native dan Cara Kerjanya

Cloud Native adalah pendekatan modern dalam membangun dan menjalankan aplikasi agar lebih fleksibel, gampang dikembangkan, dan bisa beradaptasi dengan kebutuhan yang terus berubah. Dalam video ini, Anda akan mempelajari konsep alas cloud-native, termasuk peran container, microservices, serta teknologi seperti Docker dan Kubernetes dalam membangun aplikasi modern. Materi ini menerangkan sepertiapa arsitektur cloud-native membantu menaikkan skalabilitas, keandalan, dan efisiensi proses pengembangan alat lunak. Cocok bagi siapa saja yang mau membangun fondasi di sektor Cloud Computing, DevOps, dan Software Architecture, serta memahami teknologi yang banyak digunakan dalam pengembangan aplikasi saat ini. Playlist video terkait: ▪ https://www.youtube.com/playlist?list=PLZGgeqmsm32s ▪ https://www.youtube.com/playlist?list=PLZomBNpDl3vc ▪ https://www.youtube.com/playlist?list=PLE5VyXMZkzb8 PEMBAHASAN MATERI Playlist Materi Ilmu Komputer berisi kumpulan video pembelajaran, tutorial, klarifikasi konsep, studi kasus, demo, dan bahasan komplit seputar beragam sektor dalam ilmu komputer. Materi yang disajikan mencakup alas hingga tingkat lanjut, mulai dari pemrograman, pengelolaan database, jaringan komputer, keamanan siber, mekanisme operasi, pengembangan alat lunak, arsitektur komputer, hingga beragam teknologi yang digunakan dalam bumi komputasi modern. Temukan bahasan mengenai komputer dan pemrograman, algoritma, struktur data, PHP, JavaScript, Python, Laravel, MySQL, PostgreSQL, API, rekayasa alat lunak, database, jaringan komputer, pengelolaan server, cloud computing, virtualisasi, Linux, Windows Server, keamanan jaringan, cyber security, ethical hacking, kriptografi, keamanan aplikasi, DevOps, Internet of Things (IoT), kecerdasan buatan (AI), machine learning, serta beragam konsep, teknologi, dan praktik terbaik di sektor ilmu komputer. Playlist ini cocok bagi pelajar, mahasiswa, programmer, web developer, software engineer, pengelola sistem, ahli IT, maupun siapa saja yang mau mempelajari dan memperdalam wawasan di bumi ilmu komputer secara menyeluruh. CONTACT US ▪ Email support@mycoding.id ▪ WhatsApp https://wa.me/6281274309663 ▪ Telegram https://t.me/mycodingxd OFFICIAL LINKS ▪ Web https://mycoding.id ▪ Blog https://blog.mycoding.id ▪ News https://en.mycoding.id ▪ Apps https://play.google.com/store/apps/dev?id=5237501547073493079 SOCIAL MEDIA ▪ https://linkedin.com/company/mycodingxd ▪ https://facebook.com/mycodingxd ▪ https://instagram.com/mycodingxd ▪ https://tiktok.com/@mycodingxd ▪ https://twitter.com/mycoding_xd ▪ https://pinterest.com/mycoding_xd CHANNEL LINKS ▪ YouTube https://safelink.asia/youtube ▪ DailyMotion https://safelink.asia/dailymotion ▪ WhatsApp https://safelink.asia/whatsapp ▪ Telegram https://safelink.asia/telegram Powered by https://linkedin.com/company/401XDGroup #DataScience #ArtificialIntelligence #CyberSecurity #Networking #Programming #Database

I’m a comedian whose joke was stolen by an AI creator. I blame Meta and feel powerless.

support@mycoding.id (Lucia Moses) — Fri, 23 Oct 2026 13:00:01 +0700

George Brett Olson (right) stated his gag was taken by an AI document (left). George Brett Olson via Instagram

This as-told-to composition is according to an discussion alongside George Brett Olson, one of multiple comedians who have lately called out AI accounts for ripping off their jokes. It's been edited for dimension and clarity. Instagram caput Adam Mosseri stated he would appearance into what could be done concerning the matter and that the phase was invested in driving traffic to first content.

I started doing stand-up in 2021 following getting burned out from being a winemaker. I'd been doing live shows, and this gag I made about, ironically, AI stealing jobs went viral. The entire gag was concerning AI stealing jobs and group motionless blaming immigrants, which is extremely silly whenever the most mighty group were saying, "We're exactly coming to obtain all your jobs."

Then a companion sent me the video of this female doing the joke. He's like, "AI is for real, for real, stealing your jokes." It was basically me, in my clothes, but it's a 42-inch butt. It's fair the pornification of women online. It was extremely strange.

I'd been doing that gag for a year. I idea of it following operating out alongside my buddy, and we were talking, walking. It takes a lot of activity to get a gag stage-ready. It's a lot of repetition, tweaking, driving from location to location to perform. Comedy's not easy. So it's beautiful sad to see it happen, particularly whenever the AI comedians who are stealing jokes have additional followers than the group they're stealing from.

I asked the document rearward the gag if she was real. She stated yes. Then I asked, "Did person assistance you do this?" And she fair remaining me on read. She additionally remaining a comment saying, "Sorry, won't happen again," and removed a bunch of videos.

I've had a bunch of followers try to study it. Adam Mosseri, the head of Instagram, replied and basically said, "Not all AI's bad. We don't cognize how we're going to halt it, but group shouldn't be capable to steal. Seems akin we should do item concerning that."

[This was Mosseri's exact comment: "I don't think it's applicable for us to try and ban AI satisfied from the platform. It's gonna be harder and harder to identify, and it's not all bad satisfied (though yes, there is plentifulness of slop). But we are extremely invested in trying to run additional traffic to first satisfied creators, and if an AI creator is ripping off satisfied wholesale, it would be fine for us to activity out what we can do concerning that. I'm not certain what it would be, but I'll create certain to conversation to the squad and appearance into it."]

George Brett Olson is one of multiple comedians who have lately called out AI accounts for copying their jokes. Max Brandt

I accuse Meta, not the AI

I don't accuse person for stealing. That's fair person trying to create a dollar alongside the tools they have available. We desire to clasp group liable that do not have the mechanisms of power since we can't clasp an institution accountable.

I awareness demoralized additional by Meta's response. The tongue that's coming from all of them is that we're powerless, and this is inevitable, and there's nothing we can do.  And it's fair not true. And you fair have to sit, be powerless, which is demoralizing.

As a comedian, you fair desire to market tickets to your shows, affect alongside live people. That's why most of us article on social media — so group see that you're comic so they arrive to your live shows. I do live shows all week.

If we flood the net alongside agents, and we don't cognize the difference anymore between what's genuine and what's not, this could be the death of the internet. Hopefully additional group arrive to live shows. Because the one item concerning AI comedians is: You can't see them live.

How Rank Trackers Say They Handle Suspect Google Results

support@mycoding.id (Matt G. Southern) — Fri, 23 Oct 2026 13:00:00 +0700

SEO tool creator Ahrefs stated Thursday that it’s “cleaning up any former results that may have been affected” by what it calls the “poisoning” of hunt results by Google, in which suspected SERP data providers are shown distinct results. Its post doesn’t say which dates, reports or metrics the cleanup covers.

Agency SEO phase SEOmonitor says in its help center that between Oct. 9 and 13, “some of the incorrect results were recorded in the platform” and that the affected keywords were reprocessed on Oct. 13, the day it put a new inspect in place.

Three another companies (AccuRanker, BrightLocal and SerpApi) have additionally described how all of them treats these results. These descriptions are side-by-side so you can see how all business describes the steps taken for an idiosyncratic position before storing that data, whenever displaying it to users and following record it. A tool’s actions at all stage during the weeks these vendors depict can power what is stated in your reports.

What Nozzle Measured And What Changed On Oct. 21

An Oct. 10 article by rank-tracking business Nozzle looked at how Google’s results pages were showing up without many (or sometimes all) of the sites that normally display up for a particular hunt term. The Nozzle part was updated on Oct. 21. Roger Montti covered the first part on Oct. 14.

When determining if a outcome is poisoned, Nozzle’s archetypal leaf poisoned figure includes it if small than 50 percent of the normal archetypal leaf sites for a keyword display up anyplace inside the collected results. This test does not need those identical sites to come back in a follow-up review.

In this way, 8.7 percent of the Nozzle-determined archetypal pages were poisoned between Sept. 13 and Oct. 21, during 0.17 percent of the Nozzle-determined archetypal pages were poisoned from Aug. 20 to Sept. 9. Nozzle states this trend “is Google’s reply to AI scraping, and position trackers are caught in it.”

What Vendors Say They Check Before Storing A Result

AccuRanker states they eliminate shortened Google results pages, afterward use another browser meeting to get the results leaf again. They volition difference the new leaf 1 results to the sites that were listed for that keyword on leaf 1 of at smallest two of the former three days. When small than fractional of those sites display up on that page, AccuRanker volition go out and get the results leaf again.

If the second drag shows the identical new sites in the results page, AccuRanker records this leaf as an genuine change. According to AccuRanker, about one in all 20 desktop pages and concerning one in all 12 mobile pages do not have adequate former data to run their alter check.

In addition, SEOmonitor estimates that on average, about 8 percent of the results returned by Google all day volition be either incomplete or incorrect and volition be pulled again previous to being recorded. SEOmonitor does not say what duration that average covers. On Oct. 13, the business switched to checking all result’s satisfied against the keyword’s own latest former as results arrive.

Ahrefs says it has filters that detect and refuse different results and petition replacements. It estimates that 5% to 20% of hunt results have been affected complete the former few weeks, depending on the data provider. The article doesn’t say whether that portion is measured before or following its filters.

BrightLocal, a business marketing local hunt motor optimization (SEO) software, is taking steps to enhance the way they collect their information, by engaging alongside their current data suppliers and adding additional suppliers of data so that if one provider was to fail, another would be available. BrightLocal CEO Myles Anderson’s Oct. 16 blog posting does not citation verifying all idiosyncratic result, but additionally states there is “no sole fix that solves it completely” for BrightLocal or anyone alternatively in the industry.

What Customers See While A Result Is Unconfirmed

The data an idiosyncratic person volition see can be based upon the validation and display rules used by their SEO tool as fine as the data it received.

SEOmonitor refers to this regulation in another help article concerning position volatility it states it observed since about May. For several unusually ample drops on the identical equipment (i.e. a autumn from Rank #4 to Rank #14; a autumn from Top 50 to Rank >99), it “may keep showing the earlier recorded position for up to two regular updates” until it determines if the lesser position continues to appear in the results.

Also included in that assistance part are links to a recrawling choice as fine as a Chrome expansion to difference position values.

AccuRanker states that whenever its former inspect applies and a leaf has misplaced most of its normal sites it has a secondary fetch before reaching the customer’s dashboard. AccuRanker does not province what appears at the dashboard during that re-check. Also, users can petition a refresh of a keyword inside the use that volition logic a new leaf alongside a new meeting to be fetched.

What Vendors Say About Rankings Already Recorded

SEOmonitor stated that it re-processed all keywords affected by incorrect September results for the duration of Sept. 25 through 28. It additionally indicated that it prevented the admission of erroneous data into their merchandise until Oct. 8.

Beginning about Oct. 9, according to SEOmonitor, many of the erroneous results no longer contained the signs upon which their norm authority inspect depended. According to SEOmonitor, about 10% of the monitored keywords informed issues alongside incorrect results during the period example of Oct. 9 through 13; however, they study most of the movements in their Visibility metric were minimal. The part does not signify which previous day’s values were revised as a result.

AccuRanker states that it uses a “sandwich check” whenever monitoring stored data for a stated keyword. This inspect indicates if there is a day anywhere small than 50% of the websites listed on leaf 1 are the identical from the former day and the next day. A fixed example of one in all two hundred keywords was used for this check, resulting in a emblem charge of 30.2% for desktop keyword-days on Sept. 25 and 0.58% on Oct. 17. The blog article does not province if flagged days volition be revised inside customers’ stored data.

How SERP API Providers Describe Their Handling

On Oct. 14, SerpApi, which sells Google results through an API, wrote in a community matter that it had deployed an update that “should decrease the figure of instances in which poisoned results are returned” and that it was motionless operating on the problem.

An Oct. 13 comment in the identical matter passed alongside a customer’s petition for a site that would emblem searches without applicable results. The comment stated downstream services currently have to assessment all hunt response.

AccuRanker’s API, AccuSERP, returns the leaf Google sends for a sole search, so it can’t run the former check. The business says AccuSERP shares a pond of browser sessions alongside its position tracker and draws archetypal on sessions that passed the position tracker’s inspect and have stayed spotless since.

Why This Matters

Teams who are going to be reviewing possible late-September/October drops should archetypal appearance at how the vendors reported out during that time. Because it has a volatility safeguard, SEOmonitor could display the former position for up to two days of updates until it verifies if the big autumn persists. You can refresh a keyword at AccuRanker, and we have checks we discussed in the Oct. 17 Pulse for keywords and their representative leaf 1 sites and via Search Console.

Search Console volition be helpful as additional evidence in a disagreement concerning a drop. According to Google’s performance reporting assistance page, average stance is according to the average stance of the highest-ranking outcome on your location and that hunt motor results can change depending on what category of equipment was used; anywhere the hunt took place; whenever the hunt occurred; and the user’s hunt history. According to SEOmonitor, having a elevated average stance does not inherently average that an incorrect position exists in SEOmonitor.

If an agency sends data again from September/October, they can ask the vendor if data stored for those dates were updated. If the vendor confirmed they had been updated, older exports may not indicate the current tool and hence difference the two before sending them to a client.

Teams using API pulls for Google results can decide which types of safeguards be for the API endpoint being pulled from (e.g., screened sessions, former checks) and whether their inner systems necessitate validation of API response.

Open Questions

As of Oct. 22, none of these vendor statements contain a declaration from Google. The identical can be stated for AccuRanker as they compose “Google has made no statement.” In addition, all of the vendors described their own systems; however, none cites autonomous evaluation of how fine their checks work.

Several vendors provided figures for their inspect percentages; however, those figures portray a assortment of items. For example, the 8% reported by SEOmonitor represents results Google returned to them. On the another hand, AccuRanker’s sandwich figures were based upon a example of the keyword days stored.

Looking Ahead

SEOmonitor says it volition update its event leaf as Google’s changes create and as its own changes go live. Ahrefs says it volition article updates in its dashboard.

Check those updates before using figures from an affected duration in your next client or administration report.

More resources:

Featured Image: Tetiana Yurchenko/Shutterstock

Category SEO Tools

Google AI Overview Citation Cards With AI-Generated Summary Snippets

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 23 Oct 2026 12:51:00 +0700

Google seems to be evaluation or rolling out AI-generated summaries inside AI Overviews citation cards. So the cards on the correct (or bottom) of the AI Overviews inside Google Search can now display AI summary snippets/descriptions.

This was spotted by Brodie Clark, who posted concerning this on X and wrote, "I hadn't noticed Google's AI overviews summarising satisfied in the citations akin this before. The content doesn't appear exactly akin this on the leaf – it is being summarised according to the data that Google thinks is most applicable to the query."

Here is his screenshot:

I see it as fine for several of my test queries - not all:

We got the AI, generating additional AI, for additional AI...

Forum conversation at X.

How a 24-year-old turned advice from rich people into a $37 million business

support@mycoding.id (Lucia Moses) — Fri, 23 Oct 2026 12:45:01 +0700

School of Hard Knocks founders, from left, Jack Dumoulin, James Dumoulin, and Josh Smith, desire to be the "Barstool Sports of business." School of Hard Knocks

As James Dumoulin approaches a private equity capitalist in Lagos, Nigeria, there's an ominous instant whenever a bodyguard holding a firearm puts his hand up and demands the satisfied creator stop.

"I have a conduit alongside 24 myriad followers," the School of Hard Knocks cofounder responds, and afterward asks if he can discussion the investor, Adesuwa Rhodes, for one infinitesimal concerning how she got rich.

Rhodes steps forward, dressed in a vibrantly patterned suit, and starts answering Dumoulin's questions, explaining how she bankrupt into the business, the importance of persistence, and her belief in God.

The video's equation — mixing a high-drama street discussion alongside direction from the affluent and prosperous — has been distilled downward to a discipline by 24-year-old Dumoulin, and helped him create a business that's on track to do $37 myriad in income this year, profitably, according to copies of financial documents he provided to Business Insider. The first set-up is also, as Dumoulin readily explains, partially scripted.

"They're screaming at me, and it looks akin a war is concerning to interrupt out, and afterward I get her to calm them down," he stated of how he blocked out the Rhodes scene. "And she gave several amazing audio bites and advice."

Street interviews, which have their predecessors on broadcast and TV, have been reborn as one of social media's hottest formats. Standout stars of the genre contain Kareem Rahma of "Subway Takes," who gets opinions on hot topics from strangers, and TikToker Caleb Simpson, who asks group what they pay in rent and tours their apartments. As the format has grown increasingly lucrative, it's additionally rotate into additional orchestrated. Rahma and Simpson have the two leaned into community fig appearances, for example.

In Dumoulin's case, the upfront perform of the street encounter is contrived, a way to diagram the spectator in and hook them so they'll hear to the interview, which is anywhere he says the precious data really resides. He asks his subjects how they made their money, what their guidance principles are, and for direction for forthcoming entrepreneurs. The conceit is that they're lessons not taught in school.

"People affection tension," Dumoulin said. "They desire to see that conflict, they desire to see what's going to happen, and afterward the payoff is a awesome discussion on the rear half. That's why I think our videos do really, really well."

Dumoulin's achievement in the creator economics — anywhere the term "authenticity" is employed akin a holy totem — raises a presenter of questions concerning what it method to be "real," and how much it really matters if you're entertaining and notifying your audience. Any questions of authenticity haven't seemed to hamper the growth of School of Hard Knocks, though, which has nearly 11 myriad Instagram followers and complete 7 myriad on TikTok, affirmative multiple myriad additional on YouTube and another platforms.

Dumoulin stated he'd regard a video a nonaccomplishment if it got under a myriad views.

The 'Barstool Sports of endeavor content'

The videos assist as the center of an procedure — run by Dumoulin, his brother Jack, 26, and their younker companion Josh Smith, 28 — that contains a slew of businesses. The partners say they anticipate their media income to twice complete the next six months.

"One of the long-term visions of the School of Hard Knocks is to create the Barstool Sports of endeavor content," James Dumoulin said.

The squad poses alongside Tom Cruise, one of multiple celebrities they've interviewed. School of Hard Knocks

The brand has done long-term sponsorships alongside companies including Shopify, ZipRecruiter, and Alibaba, but promotion isn't the most lucrative part of the business. The center moneymaker is School of Content, which provides social media consulting to small businesses.

The another two contributors are Hard Knocks Agency, a short-form video manufacturing and social media administration agency for endeavor owners, and School of Mentors, a affiliation community for aspiring entrepreneurs. Members pay $19 or $49 a month for live calls, workshops, and training alongside founders and operators.

Jack Dumoulin stated the subscribers to its Mentors community are group who desire to nexus alongside prosperous entrepreneurs and study from them, during the agency's clients are established businesspeople who desire to build their individual or business brands.

"Founder-led brands are becoming a really, really big thing, anywhere we're seeing additional and additional founders rotate into the visage of brands, their product, their service, or their company," Jack Dumoulin said.

Monica Khan, CEO of Creator Revolution, which helps creators build businesses and advises companies on influencer strategy, stated she sees powerful petition from execs and founders for assistance construction individual brands, and business-to-business (B2B) creators are strolling up.

School of Hard Knocks took a astute method by construction a media brand archetypal by interviewing entrepreneurs, afterward turning that credibility into a service, Khan said.

"We're going to see a lot additional of that," she added.

The School of Hard Knocks cofounders have additionally invested in genuine estate, including a part of an flat complex in San Antonio and business properties.

The founders went through multiple pivots

The Dumoulin brothers grew up in a armed forces family in Northern Virginia and became allies alongside Smith during serving in the identical Boy Scouts troop. All went on to rotate into Eagle Scouts.

James Dumoulin attributes several of their achievement to the mentoring they got from the armed forces dads who ran the troop. He recalled the particularly lengthy conferences they'd have alongside scout leaders evaluating them for advancement to the next rank, and the scoutmaster who used to say, "There's never adequate period to do it right, but there's continually adequate period to do it again."

"That resonated alongside us," he said.

Mark Cuban gave School of Hard Knocks its archetypal big break. Shafkat Anowar/The Dallas Morning News via Getty Images

The three reconnected in Austin in 2020. Josh Smith had gotten into digital marketing, and Jack Dumoulin, who had won a trophy in a worldwide Microsoft Excel competition, had rotate into a younger expert at Buc-ee's. James Dumoulin was in college, making TikTok videos. They blended their skills to create online content.

School of Hard Knocks was by no method an overnight success. They experimented alongside multiple approaches, including giving their own endeavor advice. People didn't attention concerning a 20-year-old kid's viewpoint on business, James Dumoulin said.

"Ultimately, we were like, 'What if we tried doing interviews?'" he said. "'What if we were the ones that were capable to go search direction from the most prosperous people?'"

They started approaching group chilly on the street, asking them for interviews, and additional frequently than not, getting blown off.

"It was fair changeless rejection following rejection," James Dumoulin said. "You'd likely have to go to 100 group before you get anybody to equal appearance at you in the eye."

Their big interrupt came in 2022 whenever they intercepted Mark Cuban exterior the South by Southwest celebration and asked for an interview. The gregarious entrepreneur obliged.

"That one discussion was so mighty for us, since I leveraged it in so many another interviews," James Dumoulin said.

Eventually, PR agents were calling them to have their clients be featured on the channel.

The videos are carefully planned

School of Hard Knocks videos have a spontaneous awareness that belies the exact preparedness rearward them.

They commencement alongside a chilly open, frequently creating strain by involving a safety defender or another bystanders. For an discussion alongside Ring originator Jamie Siminoff, James Dumoulin roped in a few workforce from a shop on Rodeo Drive anywhere he met Siminoff and asked them to remain in a group, chatting. Dumoulin asked the collection who the richest of them was. As briefed, they pointed to Siminoff, who stated he was an inventor who made "something on your forefront door."

James Dumoulin reshoots the beginning multiple times until he's satisfied alongside the result. The remainder of the discussion is attempt in one take. He approaches his subjects alongside hearty enthusiasm and stated he does minimal investigation on them, to maintain a certain amount of natural astonishment in his reactions. All told, he takes five to seven hours to edit videos that are between a infinitesimal and a fractional and two minutes long.

"He's got unbelievable guests," stated Josh Suggs, originator of StreetTalk, an ad agency built about impromptu street interviews. "He has genuine A-list celebrities. So I think group naturally desire to comprehend what an A-list community fig is going to say. At the identical time, he asks a inquiry group desire to hear: How much prosperity do you make? It's extremely scroll-stopping questions."

Some subjects — akin Shaq and Tom Cruise — are family names. Most are not. James Dumoulin stated the best-performing videos are unidentified moguls since they create a curiosity gap.

He doesn't media his guests on arguable topics. Convicted felon "Wolf of Wall Street" Jordan Belfort and streamer Adin Ross, who has hosted far-right creator Nick Fuentes and self-described misogynist influencer Andrew Tate on his stream, get the identical care as everyone else.

A phase actuality check

The cofounders stated that whenever their satisfied started to obtain off, about 2022, they got a actuality inspect concerning dependence on platforms.

They stated their satisfied was making concerning $30,000 a month, mostly from Facebook, whenever they were unexpectedly demonetized by the phase for what James Dumoulin stated was an "unoriginal satisfied violation." (They've since been reinstated.) Their monthly income dropped to $5,000. They stated it was a wake-up call that they had to discover other, additional predictable sources of income. They started their archetypal offshoot, the Hard Knocks Agency, in 2023.

"Sometimes you're not in control, since you don't own the platform," James Dumoulin said. "It made us realize, 'We've got to create a media company.'"

The School of Hard Knocks founders are additionally conscious of the hazard they run of being reliant on a sole person. That's why they're adding new brands akin Hard Knocks Business and Hard Knocks Women, alongside Hard Knocks Sports to come. The goal is to get to eight channels by the end of the year.

"If it is all really relying on one person, if item happens to that person, the entire company's benevolent of screwed," James Dumoulin said. "And so I think that's why it is very, extremely crucial to have that allocation beyond fair one channel."

JPEG XL Image Format Not Supported By Google Images & Google Discover

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 23 Oct 2026 12:41:00 +0700

John Mueller at Google lately confirmed that Google Image Search and Google Discover don't yet assistance the JPEG XL depiction format. He stated this on Bluesky recently, "FWIW if you're expecting to get images shown in Google Images & as previews in Discover, etc - JPEG-XL is currently not supported."

He afterward connected to the official assistance documentation that lists out which depiction formats Google Search supports, it says:

Google Search supports images referenced in the src trait of img in the following document formats: BMP, GIF, JPEG, PNG, WebP, SVG, and AVIF. It's additionally a fine idea to have the expansion of your filename equivalent alongside the document type.

JPEG XL (.jxl) is a next-generation, liberated and open-source depiction format defined by ISO/IEC 18181. It offers up to 50% improved compression than traditional JPEG, lossless recompression of bequest JPEGs alongside a 20% size reduction, HDR and wide-gamut support, and accelerated application decoding. It seems akin it was five years ago on October 13, 2021.

Here is John's article on Bluesky:

FWIW if you're expecting to get images shown in Google Images & as previews in Discover, etc - JPEG-XL is currently not supported: developers.google.com/search/docs/...

[image or embed]
— John Mueller (@johnmu.com) October 15, 2026 at 9:26 AM

Forum conversation at Bluesky.

Swedish government offices to ban ChatGPT and Claude

support@mycoding.id (Doris Putra) — Fri, 23 Oct 2026 12:39:54 +0700

You don't have approval to admission "http://www.sverigesradio.se/artikel/chat-gpt-och-claude-forbjuder-regeringskansliet" on this server.

Reference #18.c7181202.1792756831.f6a47a7

https://errors.edgesuite.net/18.c7181202.1792756831.f6a47a7

A Western drone company explains why setting up shop in Ukraine is necessary to build better weapons for NATO

support@mycoding.id (Sinéad Baker) — Fri, 23 Oct 2026 12:31:01 +0700

ORQA supplies drones to NATO militaries and views operating in Ukraine as key to making the norm of drone innovation that the alliance needs. Stefan Wermuth/REUTERS

A Western business evolving drone innovation for NATO militaries says that working in Ukraine is the finest way to justify its equipment meets the alliance's needs for a forthcoming fight.

ORQA, a Croatian business that makes drones and drone technology, including controllers, receivers, goggles, video equipment, and escape simulators, already supplies parts and systems to two dozen NATO allies. But it wants to draw on Ukraine's battlefield experience to enhance its products.

Working in Ukraine "creates an chance to really conduit this kind of operational ability to form these products. And afterward these products can be made to a standard that NATO demands," CEO Srđan Kovačević told Business Insider.

ORQA produces components used by Ukrainian defence tech business General Cherry and is partnering alongside the resolute to jointly create drone systems and dispersed Ukraine's drone expertise.

The war in Ukraine is the most serious drone war always fought, and getting feedback from the battlefield provides crucial understanding into what soldiers need most.

ORQA and General Cherry are operating together to create for the two Ukraine and the NATO market. John Keeble/Getty Images

"If I'm being blunt, there are lone a few parts of the earth anywhere you can actively fire downward these unmanned airborne threats in a real-world environment," Kovačević told Business Insider.

That identical run has prompted Western defence companies, ranging from small start-ups to important primes, to set up manufacturing facilities, repair hubs, and offices in Ukraine, seeking battlefield feedback to enhance their innovation faster.

ORQA is additionally seeking to improved comprehend how Ukraine's defence industry scales, moves quickly, and plant in wartime.

Ukrainian defence firms are producing drones and another weapons at a much faster charge than many of their Western counterparts.

Kovačević stated that "the West has a enormous amount to study from Ukraine," saying that the "operational excellence that Ukrainian defence forces have developed is unparalleled in the Western world."

He stated that during the West "has a extremely profound innovation expertise," it lacks "this lived cognition of taking that innovation and applying it to the operational actuality of the 21st-century warfare."

"Now," he said, "it's period to merge the two and appear improved off on the two sides of this partnership."

General Cherry is one of Ukraine's biggest drone companies and has announced partnerships alongside another Western defence tech companies.

Ukraine is fighting the most drone-heavy war ever. Diego Herrera Carcedo/Anadolu via Getty Images

ORQA and General Cherry average to industry in the two countries, supplying NATO and its partners alongside Ukrainian-developed counter-drone innovation during expanding family manufacturing of drone components in Ukraine.

Kovačević stated Ukrainian companies akin General Cherry have "immensely precious lived experience of construction and scaling under fire," item that is frequently "neglected by Western companies," but they can learn.

The important "volumes that Ukrainian drone companies are capable to create really dwarf item that's happening in the West correct now," he added.

Western leaders are encouraging manufacturing collaboration, and NATO has launched programs to bring Ukrainian and allied defence companies together.

ORQA isn't solitary in looking to Ukraine's extended battlefield cognition to create improved weapons for NATO. Latvia-based Origin Robotics, for example, makes BLAZE interceptor drones purchased by multiple NATO militaries and BEAK, a drone-launched precision-guided arm used by Ukrainian forces.

Its CEO, Agris Kipurs, earlier told Business Insider that the business takes lessons from its activity in Ukraine, "but we modify those weapons systems specifically to be used in a NATO country. And NATO countries and the armies of NATO countries are our customers. That is the person we build for."

Kovačević stated Ukrainian innovation can't merely be transplanted into NATO militaries. Ukraine has had to create weapons at breakneck speed and create do alongside what's available.

NATO, however, has period to obtain operational knowledge, contextualize it for alliance forces, and build these products to the necessary standards using Western technology, he said.

Kovačević stated the goal of these manufacturing partnerships is to provision NATO without undermining Ukraine's capability to encounter its own wartime needs.

ORQA additionally aims to boost Ukraine's family manufacturing of drone components and decrease its reliance on abroad suppliers.

Ukraine is "relying heavily on non-Ukrainian and non-European provision chains," Kovačević said, adding that reducing that dependence is strategically important. ORQA says it manufactures key components in-house and avoids Chinese-made parts to fortify its provision chain.

Google Business Profiles Tests New Advanced Performance Reports

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 23 Oct 2026 12:31:00 +0700

Google is evaluation a entirely revamped achievement study division inside Google Business Profiles that includes metrics on engagement, reviews, hunt trends, spectators and more. It additionally includes top recommendations and a additional broken-out reviews item view.

Yesterday we covered the new Google Business Home portal but this is distinct from that and several what duplicative.

I personally do not see this yet, but two group I cognize have already sent me particulars on this. The archetypal is Jaikishan Raturi from Wisevu who sent me the screenshots below in ray mode. Syed Amir additionally pinged me afterward on X alongside the dreary manner screenshots and the video below.

Here is the overview division from Syed:

Here is the recommendations division in the overview:

Engagement section:

Reviews:

Audience:

Search trends:

Here is the video Syed posted:

This seems akin a extremely big betterment from the old/current achievement report:

Forum conversation at X.

AI's impact on mathematics isn't adding up

support@mycoding.id (Dan Defrancesco) — Fri, 23 Oct 2026 12:25:41 +0700

PRODUCTION - 16 October 2026, Berlin: A pupil looks at a blackboard in the math construction at the Technical University of Berlin. Photo: Christophe Gateau/dpa (Photo by Christophe Gateau/picture alliance via Getty Images) Christophe Gateau/picture alliance via Getty Images

The issue of AI's effect on mathematicians is proving difficult to solve.

OpenAI solving a historically difficult math problem final duration kicked off a wider conversation concerning the function AI should perform in mathematics.

Sam Altman tried throwing chilly h2o on the AI-arithmeticians beef this week. He stated mathematicians have largely gone from rage to acceptance concerning AI use in the field.

But that opinion doesn't fairly track alongside several big names in the site who remain careful concerning using the tech.

Terence Tao, a UCLA prof and math prodigy, isn't necessarily pessimistic concerning AI but additionally stated the "romantic era" of math is over.

"We are entering an era anywhere breathtaking new things are possible, but several things are being lost," he added.

AI's fast disruption of math is noticeable.

Shortly following publishing its resolution to the Navier-Stokes equations, OpenAI solved an additional 700-plus math problems and released the data on GitHub.

NYU Math prof Tristan Buckmaster stated OpenAI's solutions dump wiped out complete investigation programs.

Finding center dirt between the two sides is proving tricky.

The reply to a student-run Caltech AI math event shows how earnestly several mathematicians obtain the threat.

Caiman Moreno-Earle, a math important at Caltech, told BI's Truman Dickerson that seeing AI companies quickly resolve these legendary math problems was "demoralizing."

It's why the 19-year-old decided to clasp a "mathathon" anywhere participants could use AI. Moreno-Earle equal got Anthropic and OpenAI to all donate $1 myriad value of computing power.

Then came the critics.

A letter garnering additional than 700 signatories stated the event "is apt to have destructive impacts for the mathematical community."

OpenAI eventually pulled out, but the event is motionless set to happen. Moreno-Earle maintains the mathathon was small concerning causing a mix and additional concerning ensuring humans have a location in the site of math in the AI era.

Some volition contend mathematicians need to modify to the times and newer tools. There was no item fighting to use a glide regulation formerly the calculator arrived.

The way AI is going concerning upending the site is additionally ruffling feathers, though. AI's solutions aren't continually spotless or clear, requiring mathematicians to go rear and verify its work.

And there are additionally questions concerning how AI is coming up alongside these solutions. Since several mathematicians brainstorm alongside AI models, several have speculated they're using their own activity to front-run them to a solution.

Google Universal Cart In Search Is Live, Yep

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 23 Oct 2026 12:21:00 +0700

Last week, we reported that Google was launching its Universal Cart in the United States following demoing it at Google I/O in May. And yes, a few days following Google announced it, it was rolling out. I think most group started to see it display up in Google Search and Gemini starting on Friday and complete the weekend.

So yes, you volition see the buying cart icon at the top correct of your hunt results leaf as Sachin noted yesterday. Yes, you volition see "Add to cart" buttons now in the Google merchandise listing results, and whenever you click on them, they volition be added to your Universal Cart.

Here is a abbreviated video of it in act on one of my Google accounts using Google Search:

Here are several fixed images showing the cart icon at the top right, the cart, the add to cart buttons and so on:

Glenn Gabe posted concerning this complete final weekend:

Google's Universal Cart eventually showed up for me this morning. I started evaluation it out. Very interesting... So I searched for a few products, clicked "Add to cart", afterward I had to choose the assorted options and sizes, and afterward click "Add to cart" again to officially get the item into my cart. Pretty uncomplicated to use overall.
It leverages Google Pay so it has my fee data already and provides points I can acquire for the acquisition (based on my credit card). And afterward a buying cart icon shows up in Google near my document profile. Clicking that brings up my cart alongside the items that were added and a distinct tab for "My orders". This has a ton of potential, but I'm enthusiastic to see how many group use it, rely it, etc.
— Glenn Gabe (@glenngabe) October 17, 2026

This plant throughout Google Shopping and so forth.

So during it is newish, it was announced final week and folks in the United States should see this accessible before the holiday season.

Forum conversation at X.

Google AdSense Videos Placement & Sticky Requirements Removed

support@mycoding.id (Barry@Rustybrick.com (Barry Schwartz)) — Fri, 23 Oct 2026 12:15:00 +0700

Google updated its AdSense Video inventory restrictions guideline to eliminate the placement necessity and the scroll-to-sticky requirements yesterday, October 22nd. Google removed this row from the policy, "For In-stream or Accompanying Content placements that passage to a sticky placement, the video participant must commencement in the chief satisfied and lone passage as a person scrolls the video participant off the page."

Google announced the alter yesterday and wrote:

On 22 October 2026, Google volition update the Video inventory restrictions to provision clarity to publishers concerning the types of Accompanying Content that may monetize. Specifically, we are removing the requirements that Accompany Content must burden inside the build of the leaf and that sticky players must commencement in the chief satisfied of the leaf and lone passage as a person scrolls the video participant off the page.
Please note that Video inventory that contains satisfied restricted in the Video inventory restrictions may obtain small promotion than other, non-restricted content.

You power be asking what this means?

Accompanying Content placement before the update to the guideline had to burden inside the build of the page. Now that placement necessity is removed.
Sticky video participant before the guideline update had to commencement in the chief satisfied and rotate into sticky lone following scrolling the participant off the page. Now those two placement and passage requirements are removed.

I had ChatGPT create a explanatory so you can visualize this change:

You can see that row of content in the old archived document, which is no longer visibile in the live document:

Forum conversation at X.

Is this the new cyber normal?

support@mycoding.id (Doris Putra) — Fri, 23 Oct 2026 12:04:53 +0700

The final week has seen a flurry of serious and crucial application vulnerabilities affecting thousands of important sites and sending group into a panic. What’s going on here, and what can we do concerning it?

The bugs

If we desire to comprehend what’s going on in the earth of application safety at the moment, we need to comprehend what’s going on alongside all these bugs. I’m not a cybersecurity expert, so I’m going to nexus to external explanations alternatively of going into the gory specialized particulars myself as these group are continually going to do a improved job at that.

PHP2Shell – CVE-2026-109618 and CVE-2026-109619 (a.k.a. “the big one in the news”)

Two distinct safety teams, one from California safety business Calif (as part of OpenAI’s “Patch the Planet” program) and another from Israeli-U.S. haze safety business Wiz (they’re part of Google Cloud, apparently), the two established these two Remote Code Execution (RCE) bugs in PHP. They were the two using frontier AI models (a.k.a. LLMs, specifically GPT-5.6 Sol/Gemini 4 Argon) to discover these vulnerabilities and build the exploits.

Interestingly, among the bugs (CVE-2026-109618) was found by a safety audit the PHP Foundation did in 2024 (funded by the Sovereign Tech Agency which is coincidentally among the most engaging things happening in the open origin area at the moment) but they basically ignored it since they had bigger concerns and couldn’t concur on a fix. The reasoning rearward it was that no-one could really fig out how to create an genuine utilize according to the theoretical issue.

One item LLMs are extremely fine at is taking a theoretical safety vulnerability, equal if that exposure is a vague clarification of what the matter could be, and construction it into a complete exploit. This has rotate into a important matter in latest months as any notice of a safety place volition immediately outcome in group pointing their LLMs at the codebase, whereupon the agents can extremely quickly peruse through diffs until they discover item that looks akin a safety patch, afterward go backwards to the exposure it covers, and prosecute this all the way to an exploit.

This happens so fast, in fact, that at this item I think it is a sensible that the instant you province a safety place have to be taken as a final imaginable date that the complete utilize is not being publically or privately distributed.

This PHP2Shell (as it’s being marketed, vulnerabilities appear to arrive bundled alongside their own promotion departments now) is estimated to power upwards of 70% of the internet, alongside thousands of websites from Wikimedia Foundation to DeviantArt to much of the UK authorities and Japanese banking systems to The Traitors BBC program website. Vulnerabilities do get found, but they don’t normally logic fractional the net to close their servers down, so what’s going on?

To comprehend this, let’s appearance at the original article from the PHP Group:

Someone called petecooper posted on Hacker News about the CVEs, apparently unaware that there equal was an embargo. This (and another apparent leaks) prompted this hurried declaration from the PHP Group and bringing the place onward from Thursday 22nd to Wednesday 21st. However, the place motionless wasn’t going to be accessible till the next day. This unintentional leak included CVSS scores of 10.0 (i.e. bad, although weirdly the genuine scores were 9.2 instead).

Pretty much immediately, this news dispersed akin wildfire and group started panicking. Even although this was established by “responsible safety researchers” at “respectable companies”, by the period the safety place really got released, it was already being exploited in the wild¹. The PHP Foundation blamed Calif and a business called Chainguard by saying that Calif leaked a video of the utilize in act (with weird backdrop music and a dancing anime girl) during Chainguard published fixes 6 hours before the embargo was because of lift, the two allowing attackers to attack the systems administrators to the punch. The timeline is confusing, but it seems akin multiple interconnected things have gone incorrect here, all inside the area of concerning 17 hours.

There’s been many of discussion concerning whether AI really is the equivalent changer that entirely revolutionises device safety or not. The big AI companies (and they are big) evidently desire you to think that it is. Some people contend that PHP2Shell is overblown since LLMs lean to be paranoid concerning vulnerabilities and arrive up alongside “exploits” that create bad assumptions (like that the server volition run PHP code you upload yourself via several existing document inclusion vulnerability) or cheat in several way. As LiveOverflow points out, LLMs create it extremely uncomplicated to create utilize slop that proves nothing and doesn’t work, but that doesn’t average that the exposure isn’t genuine and uncomplicated to utilize using AI. You can have 10,000 bad slop exploits that don’t activity but if there’s one that does, that’s all that matters. Maybe we fair need to get used to wading through slop to discover the crucial material now.

Others item out that many of governments (UK², EU, Japan, USA) got overexcited and released urgent announcements saying everyone had to unplug their computers immediately, so group panicked. I think the logic everyone panicked is that everyone benevolent of knows that PHP is intensely insecure and they use it anyway, so they’re benevolent of primed for bad news and to overreact. Also, it really is really fairly bad, so perchance panicking is benevolent of the accurate reaction?

The big takeaway for me from this is that – since of LLMs – the period from “hey I heard there’s a bad RCE in this project” to “there are sophisticated, automated, and concerted attacks using an utilize targeting this vulnerability” has gone from weeks/months to hours/minutes. The fact that there’s loads of non-working utilize slop fair shows how genuine ability is motionless required to create these things – if you don’t cognize what you’re looking at, you can’t inform whether the AI has cheated or made bad assumptions.

Links:

Hacker News: “Tell HN: 2x PHP RCE CVEs alongside CVSS 10.0 Incoming” (petecooper, 20 Oct 2026)
PHP2Shell – authoritative website – why does all exposure need a name, slogan, and website now?
Wiz Research: “PHP2Shell: AI uncovers crucial RCE vulnerabilities affecting 70% of the Internet” – these are among the companies who established the bugs.
PHP News Archive: “Upcoming Critical PHP Security Release” (20 Oct 2026) – how The PHP Group announced the vulnerability. Note the timelines.
Wikipedia: PHP2Shell – not too detailed but at smallest they’re not trying to market you anything.
AWS Security Blog: “Amazon Threat Intelligence identifies PHP2Shell exploitation previous to community disclosure in MadPot” – they are trying to market you something, but they’re motionless doing several engaging analysis.

eMudhra (CVE-2026-111943 for Golang response)

On the exact identical day (20th October 2026), Mozilla announced that they were blocking 8 intermediate certificates signed by Indian certificate authority eMudhra. This happened following a pseudonymous safety investigator known lone as “Wayne” reported to multiple big tech firms (such as Mozilla, Apple, Google, Microsoft, etc.) that the certificate authority were using laughably mediocre norm personal keys for their intermediate certificates. Where a safe key power be a 100 numeral number, eMudhra were using keys akin “115”, “56”, and “4”. They must’ve been following RFC 1149.5:

Alt: RFC 1149.5 specifies 4 as the norm IEEE-vetted random number. From xkcd #221, licensed under CC BY-NC 2.5.

There are no indications that this was established or exploited using AI or LLMs, although investigator Scott Helme notes that stated a sole prompt, Claude was capable to regain the personal keys of the intermediate certs.

At the period of penning (23rd Oct), eMudhra has announced that it volition be retiring from the certificate authority space. In unrelated news, a farmer has announced that he has close his stable door, following reports of an liberated horse.

Links:

Railway bug

The next day, haze provider Railway announced that they established evidence that hackers had accessed and equal decrypted surroundings variables from their platform, which frequently clasp secrets specified as repository credentials, API keys, etc. In their statement, they stated that they believed that this was part of a concerted attempt aimed at compromising companies that provision AI inference.

What would the end goal be here? At the period of penning (23rd Oct), we have extremely small data to go on. Is this “unauthorized third party” (official announcements of “some randos got into our computers” continually discover a way to create it appear akin a conditions of assistance agreement, perchance that way they think group won’t pay notice to it) trying to spy on group using AI conclusion to see what they’re doing, equal stealing new models or research? Or perchance they’re trying to build a network of compromised conclusion providers for their own nefarious generative AI purposes (like finding additional PHP bugs).

Links:

GitLab (CVE-2026-97229 and CVE-2026-110264)

On 12th October 2026, GitLab warned of a max severity bug in GitLab CI/CD’s regular expression parsing that could allow attackers to execute arbitrary code (another RCE) using a specially crafted regex. This is a CVSS mark of 10.0 which is the maximum possible, definition “this is beautiful much as bad as they come”³. This was followed on 21st October 2026 by yet another regex entire figure overflow RCE, another 10.0.

This follows hot on the heels of yet another 10.0 CVSS CVE from final duration (CVE-2026-85706), that period connected to path traversal. All three of these bugs were reported through GitLab’s HackerOne bug bounty program. When it became apparent that LLMs could investigation vulnerabilities and compose exploits, there was a lot of conversation concerning shutting downward bug bounty programs since they didn’t create awareness anymore. I’m certain GitLab are glad they didn’t do that now.

Although GitLab is used extremely extensively throughout academia, government, and personal companies, this doesn’t appear to have got as much attention. CVEs in GitLab are evidently extremely serious, particularly for personal companies, as a lot of their vitally crucial intelligent asset is stored in there, and having that leak could be disastrous. Often, companies put their GitLab case rearward a VPN/firewall so that they aren’t publically accessible, which greatly reduces the hazard connected alongside this. It’s additionally not entirely apparent whether these CVEs necessitate particular conditions akin publically accessible projects, person self-registration, etc. It does appear akin CVE-2026-110264 requires at smallest one community project, but I can’t discover any data on the conditions about the before CVE.

There’s no sign that these were discovered using AI or LLMs. They may have been, but there’s no logic at this item to think they were.

Links:

musl libc bug

On 21st October, a bug in musl’s libc connected to regex (libc has regex? Apparently…) was announced that leads to denial of assistance at least, if not code execution. As far as I can tell, this is entirely coincidental in timing and not connected to the GitLab bugs, which the two additionally appear to be entire figure overflows whenever parsing untrusted regular expressions, one reported on the exact identical day. Who knew a regex motor was specified a safety matter – is regex the new font rendering? The GitLab bugs were the two established by a Swede called Johan Carlsson (joaxcar) during the musl bug was reported by Julien Voisin, a French self-proclaimed “open sourcerer”.

Links:

LiteLLM

Ah, hello my old companion LiteLLM. Proving that, whenever you’re made of metal element and 200 feet tall, lightning can in fact attack twice. It’s not a fine sign that whenever person asks whether you’ve heard of the big 2026 LiteLLM compromise, you have to ask “which one?” In a part of fine fortune, the entire PHP2Shell and all the others have cannibalised much of the attention, definition this isn’t getting fairly the identical traction as final period in March, notwithstanding being likewise bad.

This time, it’s a malicious type on the Python Package Index (PyPI) and Docker images. For those who don’t remember, LiteLLM had a very akin thing happen rear in March, anywhere a malicious bundle was uploaded to the litellm bundle on PyPI that used the .pth files to autoload malicious code (yeah, it was bad).

This colony again took advantage of .pth records and this period additionally the sitecutomize.py document for autoloading malicious payloads, operating in the preload stage as shortly as the Python translator starts up. According to the analysis from Wiz, the payload has “strong indications of LLM-aided development” – things akin overly verbose changeable names, overly protective error handling, brittle border cases, and all the comments saying “this is anywhere it really bites”, “it’s value sitting alongside that”, “lean into that”, and “that stays yours” repeatedly⁴.

According to LiteLLM, the event occurred since the attacker had admission to credentials for GitHub CLI which allowed them to run CI jobs. LiteLLM note that Claude Code volition apparently sometimes embed a user’s GitHub CLI OAuth token into reply bodies which could logic them to appear in LiteLLM logs.

Links:

PingCAP

On October 19th 2026, an endeavor application business called “PingCAP” that develops a repository called “TiDB” revealed “unauthorised admission to PingCAP” alongside “no evidence that data stored in TiDB was impacted”. At the identical time, a cyber blackmail collection called “FulcrumSec” (a.k.a. the “Threatspians”⁵) stated they had exfiltrated 10.6 TB of data from PingCAP and publically released a torrent alongside 200 GB of data, as a “stage one release” (you’ve have to get group invested in the sequel).

They additionally posted complete particulars of what they took and several of the outstanding safety practices of PingCAP, including putting client AWS concealed admission keys inner Jira tickets and attaching enormous unredacted logs to Jira tickets including OpenAI, Anthropic, Gemini, xAI API keys. Yikes. If you’re consenting to sojourn the cyber blackmail group’s website, they do a beautiful engaging write-up of it. Gone are the days of shoddy damaged English rear whenever the Russians had to compose these things up without LLMs to do it for them and prompt them of certain and indefinite articles.⁶

The fine news for PingCAP is that not finding evidence of data extraction is really incredibly easy. In fact, I’m doing it for thousands of companies correct now, for free. I’m certain there’s a endeavor recommendation in there somewhere. All you have to do is not appearance (see also: U+1F648). To be fair, I think their disagreement is that no data inside TiDB instances was compromised. 10.6 TB seems akin a lot of data if that’s the case. There’s plainly motionless lots of client data.

Links:

Hacker News discussion: “PingCap TiDB Leaks”
PingCAP: “October 2026 Security Incident Report: Unauthorized Access to PingCAP Cloud Resources” – PingCAP’s detailed and extremely dependable inspection of the incident.
FulcrumSec: “The PingCAP TiDB Cloud Leaks” – heads up, this is the website of a known cyber blackmail group. Don’t say I didn’t notify you. It is beautiful interesting, though.

Linux vulnerabilities accidentally posted in incorrect collection chat

Linux kernel betterment all happens through mailing lists. Naturally, several of those are concerning safety delicate things, so these are private. Over the night of 21st-22nd October 2026, the Zero Day Initiative (ZDI), a application exposure undertaking owned by Trend Micro, reported a bunch of elevated severity (upwards of 9.0 CVSS) CVEs to the community mailing list, alternatively of the personal one. Naturally, the assumption is that anyone alongside an LLM and a bosom complete of dreams volition afterward be capable to obtain those reports and rotate them into energetic exploits inside a matter of minutes. This isn’t fairly as bad as that period Pete Hegseth accidentally texted particulars of upcoming armed forces strikes in Yemen to The Atlantic⁷, but it’s motionless engaging how earnestly group obtain this now.

Links:

Phoronix: “Several Linux Kernel Vulnerabilities Accidentally Posted To Public Kernel Mailing List”

Is this the new normal?

I think it’s fair to say these final few days have been abnormally energetic in conditions of all of these cyber incidents and safety disclosures. There are many commenters on the Hacker News discussions for these incidents that say that this is nothing and it’s lone going to get worse. Honestly, I’ve not decided yet. To be honest, if you’d asked me 4 years ago how far LLMs would go, I’d never have guessed they’d get as fine as they are correct now. Even so, group do lean to get overexcited by these announcements and propose that we are going to live in a earth anywhere no application is safe and everyone is vulnerable.

It’s value noting that during a lot of the online conversation about this focusses on AI and LLMs, lone several of these disclosures were researched or created alongside LLMs. We don’t cognize concerning several of them akin the PingCAP one, but there’s apparent evidence that many offender and state-sponsored groups are using AI to do additional hacking and faster. Why wouldn’t they? It seems to be beautiful fine at it. Many of these vulnerabilities were fine old fashioned application vulnerabilities established and written using individual flesh fingers, but the online conversation focusses on the exciting, scary new thing. Why wouldn’t it?

You can see why organisations akin NHS England decided to take all of their open origin code private (even although that was a silly decision). When these LLMs are so fine that anyone can item their delegate at several open origin code and discover lots of vulnerabilities, afterward compose complete exploits for them, that is concerning for many. So what’s the resolution here?

What can we do concerning it?

The NHS approach: close origin everything. (A.k.a. the Madagascar approach)

Pros:

Your code isn’t online anymore, so group can’t item their LLMs at it and do things akin analyze all commit for safety fixes, discover lots of earlier unidentified crucial bugs, etc.

Cons:

The open origin community and the forthcoming of computing are slightly worse off for all open origin repository taken offline.
You can’t near origin all codebase in the earth – several things akin programming languages (which are frequently the origin of crucial bugs) depend on open origin to function. Making Python a closed origin project would be catastrophic to the earth of computing.
It’s lone closed origin until person leaks it. And they likely volition eventually. And whenever they do, you won’t have had the years of community scrutiny on the codebase that keeps it spotless and safe in the archetypal place.
Sometimes you use a programming tongue anywhere this doesn’t really matter, akin Python and Java anywhere you can regain origin code from bytecode.
LLMs can equal reverse engineer compiled binaries beautiful effectively.
If the code used to be online, that old type motionless is. You have to assume that person volition have it somewhere. Shellshock was in GNU Bash from 1989 until 2014 before it was fixed, and that’s among the most extensively used programs on the planet.
It makes me sad :(

The AI-embracer approach: if you can’t attack ‘em, associate ‘em. In another words, they can’t use LLMs to discover vulnerabilities if we’ve already run our improved LLMs on our code faster and alongside additional prosperity and improved models.

Pros:

Makes a few extremely affluent tech CEOs extremely happy.
Will discover lots of bugs.

Cons:

Makes a few extremely affluent tech CEOs extremely happy.
Will discover lots of bugs. (Someone is gonna have to fix those.)
Costs loads of money.
Even although AI makes it easier, it motionless requires ability and profound specialized cognition to do this material correctly (for now).

The optimist approach: universally better, standardised approaches to reporting, handling, and mitigating safety vulnerabilities followed by all companies having top-notch safety postures, well-understood risks, well-documented processes, and so on.

Pros:

Lovely idea.
Why didn’t anyone alternatively think of this?
Gee, we are so clever. Have we fair solved this?

Cons:

We do not live in this world. We volition never live in this world.
Did I citation this is really fairly hard? And perchance impossible?
Expensive.

There are several uncomplicated wins we could get from this moving forwards, akin “never province particulars of a crucial exposure before the place is prepared to install”, but in this case unintentional leaks meant everyone knew concerning the vulnerabilities equal before the authoritative announcement. Maybe equal that’s asking too much. In this case, it was a sequence of mistakes from multiple group and companies that led to or accelerated the utilize being in energetic use hours before the place was available, hence everyone taking their servers offline. AWS have since stated they saw person trying out this exposure from 17th October, before any of these leaks happened.

Even item akin minimum publish age which gained fame following shalk/debug, Shai-Hulud, & March LiteLLM incidents, as it method big updates that fix extensively exploited vulnerabilities don’t get patched for a few days, giving attackers roomy period to hack you to pieces. At the extremely least, we could perchance do alongside several improved client administration to evade everyone panicking and taking all their servers offline.

Maybe we fair need to obtain that if you disclose item to the wider internet, it volition get hacked, and scheme accordingly. Maybe it’s our expectations that are at fault.

Conclusion

There’s certainly a narrative concerning AI and safety here. It’s changing the earth of software, and it’s not yet apparent whether that’s for the improved or the worse. Money has a way of warping fact akin matter warps spacetime, and there’s adequate prosperity in AI to logic any the fact equal of a medium-sized dreary gap is. There’s an amazing amount of prosperity being spent on AI and it all wants you to think that it’s going to alter everything concerning your life, including application and security. That doesn’t average it’s not true, of course.

Some group say automated inspection tools led to loads of new bugs being established rear in the ’10s, and now the identical item is happening again. It feels categorically distinct to me, but perchance there volition be an first duration of escalating bug reports before it all settles downward and goes rear to how it was. I doubtful not. Some group say this is lone happening since humans wrote all the dodgy code in the archetypal location – formerly AI is penning all of the code to commencement with, there’ll be no vulnerabilities since LLMs are improved at penning safe code than humans. I am not convinced by this argument.

While I’m not making many predictions concerning the forthcoming (because I don’t desire to appearance akin an idiot in 12 months’ period whenever I’m inevitably proven wrong), I volition say that the application industry is going to change, and open origin is going to change, and it is our company duty as members of the application community to create certain that this alter is for the advantage of all of us, not particular interests and personal corporations.

Updates

This is a evolving narrative – I’ll note any updates in here. I wrote this in slightly of a hurry, so I may additionally create several incremental improvements to the wording and evidencing rearward several bits.

Top influencer marketers describe 3 big challenges facing the industry

support@mycoding.id (Dan Whateley) — Fri, 23 Oct 2026 12:00:01 +0700

E.l.f. Beauty hosted an influencer activation at Coachella. VALERIE MACON / AFP via Getty Images

Influencer marketing has ballooned into a $12 milliard industry in the US. And yet, operating campaigns can motionless awareness unpredictable.

Business Insider asked additional than a dozen executives at top brands akin Poppi, E.l.f. Beauty, and the National Football League what challenges they visage whenever operating alongside creators. Three average ache points emerged.

First, it's durable to discover applicable endowment amid a expanding pond of satisfied creators. It can additionally be tricky to concur on satisfied copy whenever balancing a brand's messaging goals alongside the creator's own voice. Lastly, run achievement can be erratic as social-media algorithms rotate into additional personalized and harder to crack.

Buying influencer ads, dissimilar TV spots or display ads, requires a individual touch. It's durable to automate (despite several attempts to do so). Forty-five percent of brands stated they relied on manual processes akin spreadsheets, emails, and DMs to run creator campaigns, according to a June study of 209 executives conducted by Northwestern University and LTK.

"We're dealing alongside people, and making satisfied is their period and their business, and it's hard," stated Lindsay Burstein, elder director of unified social and communications at Keurig Dr Pepper. "We're continually looking for ways to do it faster and in a way that feels additional real-time so that we're keeping up alongside the gait and the civilization of the internet. But additionally knowing that these are people. They have lives. They have another commitments."

Read on for additional particulars on the average ache points that emerged from our conversations alongside promotion executives at 14 brands. These execs were lately featured in Business Insider's 2026 list of innovative influencer marketers.

1. It's difficult to discover the correct creators for your brand whenever there are so many

"The landscape of the influencer, creator, and affiliate example is changing all sole day, and new group are coming in and identifying as an influencer," stated Patrick O'Keefe, chief unified promotion authoritative at E.l.f. Beauty. "I would affection a example or a scheme or a program that would grasp all the new group coming into this area in genuine time."
"We've fair seen this area get so much additional soaked than it always has before," stated Kiara Kempski, vice chairman of earth person promotion at The Knot Worldwide. "The equivalent of measure is totally changing."

2. Breaking through the noise

"The nourish is so noisy correct now," stated Anna Doré, Rothy's vice chairman of brand and communications. "In this AI-driven algorithm earth anywhere we're all being served the identical satisfied on the feed, we, additional than ever, are going to be looking to awesome tastemakers."
"There is a ton of satisfied that's fair satisfied for content's purpose that's out there," stated Ian Trombetta, the National Football League's elder vice chairman of earth social, creator, and satisfied marketing. "The imaginative bar is going up in command for us to run that integrated attain and engagement."
Ninety to 95% of the satisfied that we see in our own feeds is not from accounts we follow, Keurig Dr Pepper's Lindsay Burstein said. "Followership matters a little, but not nearly as much as I think it formerly did since the algorithms fair don't favor it the way that we used to."

3. Agreeing on satisfied that plant for the two a brand and a creator's audience

Some brands "are a small bit too prescriptive and don't authorize the creators to do what it is that they really are fine at, which is understanding their spectators and how to create awesome satisfied and formats that activity for their audience," the NFL's Trombetta said.
"Overbriefed" projects are "not the endeavor that we desire to be in," stated Sophia Sesto, Poppi's vice chairman of culture. "We desire to obtain these opportunities and activity alongside the endowment to create item special" and "lean into their personalities and let them transport the brand onward alongside us."
"For a lengthy time, the industry treated creators as ad placements," stated Samim Sadrzadeh, director of creator satisfied and partnerships at Disney. "We think that considerably undersells the value they really bring."

"We commencement from a beautiful uncomplicated place, which is creators cognize their audiences improved than we always will," stated Stacy Martinet, Adobe's chief satisfied and imaginative officer. "The most productive method has been to treat creators as imaginative partners, archetypal and foremost."

Startup equips genetically enhanced dogs with Palmer Luckey’s military tech

support@mycoding.id (Jess Weatherbed) — Fri, 23 Oct 2026 11:58:03 +0700

A new Texas-based defence startup has a scheme to enhance armed forces and constabulary dogs in the US: it’s going to genetically modify them and equip them alongside Anduril’s armed forces technology. Warhound is the brainchild of Anduril’s Palmer Luckey and Ben Lamm, co-founder of Colossal Biosciences (the business that says it’s trying to resurrect extinct animals), and it’s already secured $200 myriad in backing from investors.

Warhound plans to use Colossal’s activity in genetics, cloning, and animal existence discipline to “produce healthier dogs alongside characteristics suited to demanding missions,” alongside Anduril afterward equipping them alongside its “advanced cybernetic Augments.” That includes eye and ear safety and EagleEye armed forces technology to provision the dogs and their handlers alongside “greater awareness and safety in the field.”

“Man’s finest companion deserves man’s finest tech,” Luckey stated in the media announcement. Bloomberg reports that notwithstanding having helped alongside the company’s conception, Luckey has no equity or ongoing function in Warhound.

The goal is to decrease dependency on Europe, anywhere 80 percent of US armed forces dogs are currently sourced, and enhance the achievement charge of training the animals for expert work. According to the startup’s media release, small than fractional of the dogs procured from abroad are typically deemed fit for assistance following the current three-year acquisition-and-training pipeline.

In a declaration to TechCrunch, Lamm stated Colossal is looking to enhance the animals by editing their genes to eliminate problems akin mediocre eyesight and malignancy likelihood, during adding new genes to enhance achievement “for things akin speed and agility or enhance olfactory sensors for bomb sniffing and whatnot.” High-performance operating dog breeds akin the Belgian Malinois and German Shepherd are the basis of their studies, but the scheme is to create “a new category of dog.”

These dogs don’t be yet, but whenever (or if) they do, Warhound says they’ll be deployed for choose operating roles in US armed forces forces, emergency archetypal reply teams, and law enforcement. The American Humane Society volition assistance to guide the business and certify its training programs. Marine seasoned and intellect expert David Spirk has been named as Warhound’s CEO, and stated the company’s goal is simple: “healthier dogs, better-prepared teams, and additional assistance members and archetypal responders coming residence safely.”

Follow topics and authors from this narrative to see additional akin this in your personalized homepage nourish and to obtain email updates.

Jess Weatherbed

AI search strategy: 4 layers of brand visibility

support@mycoding.id (Adi Gunawan) — Fri, 23 Oct 2026 11:58:00 +0700

Owning a brand's AI hunt scheme method fielding questions that don't have a worldwide answer.

Why did ChatGPT propose a competitor for a immediate that matches our buyer persona?

Why does Claude motionless display our old positioning?

Why are we cited on the leaf and not recommended in the answer?

The answer to all depends on the platform, the prompt, and what the remainder of the web says concerning the brand.

Each AI phase draws on distinct sources and weighs them differently, so the identical immediate can arrive rear alongside a distinct answer tomorrow. Working backward from one answer rarely tells you what caused it. An AI hunt scheme plant on the procedure rearward the answer: whether AI systems can attain your content, depict your brand correctly, discover evidence that you pertain in the answer, and rely that evidence adequate to propose you.

In this guide, we'll shield how AI systems decide which brands to retrieve, understand, consider, and recommend, anywhere in that sequence a brand gets lost, how to diagnose your own case, and how to measure whether your scheme is working.

Why most brand visibility problems get misdiagnosed

Brand visibility problems get misdiagnosed since generating an AI answer takes multiple distinct steps. The scheme retrieves information, evaluates which sources and claims are useful, synthesizes a response, and decides which sources to cite. A gap at any of those steps can keep your brand out of the answer or alter how it's described.

Different gaps need distinct fixes. But many teams attain for the identical category of fix: content. They rewrite pages, restructure information, update positioning, consolidate overlapping content, or publish item new.

In AI search, satisfied feels akin the apparent lever since the scheme is retrieving and synthesizing published information.

That plant lone whenever the underlying gap sits in the satisfied itself. Start by determining anywhere brand visibility is breaking down.

The 4 ways brand visibility fails

Brand visibility in AI hunt can interrupt downward in four ways:

Brand discoverability: AI systems can't reliably admission the data they need concerning the brand
Brand clarity: AI systems admission that data but depict the brand inaccurately or inconsistently
Brand authority: AI systems depict the brand accurately but rarely contain it in applicable comparisons or shortlists
Brand trust: AI systems regard the brand but rarely propose it, or propose it alongside recurring caveats

Each nonaccomplishment needs a distinct fix, so acknowledge the tier before you choice one.

What an AI hunt scheme is, and what it isn't

An AI search scheme is a scheme for operating out why your brand does or doesn't display up in AI answers, and what to fix first. You'll additionally comprehend it called an AI SEO strategy.

Agentic hunt optimization (ASO) builds on SEO to shield how AI systems retrieve, describe, and propose your brand. Brand visibility is the outcome you're operating toward.

A few average strategies get mistaken for a strategy. An AI hunt scheme isn't:

writing in a particular manner for chatbots
adding an llms.txt file
implementing schema markup
checking a fistful of prompts once
creating hundreds of pages about variations of the identical prompt

These strategies pertain in the scheme lone whenever they location a particular visibility issue you’ve diagnosed.

The 4 layers of an AI hunt strategy

An AI hunt scheme diagnoses visibility throughout four layers: discoverability, clarity, authority, and trust.

Layer	What it means	Key levers	Typical teams involved
Brand discoverability	Can AI systems discover and recover your content?	Technical health, relevance signals, organized data, being disambiguation	SEO, specialized SEO, web
Brand clarity	Does AI comprehend your brand correctly?	On-page relevance, keyword alignment, being clarity, accordant messaging throughout owned and third-party sources	Brand, merchandise marketing, content
Brand authority	Does your brand appear qualified to be included?	Backlinks, topical depth, expert associations, third-party mentions, related visibility	SEO, content, PR, subject-matter experts
Brand trust	Will AI confidently propose your brand?	Sentiment, assessment quality, cross-source corroboration, transparent claims, position consistency	Brand, PR, reputation, client experience

Technical SEO, brand positioning, authority building, and position administration all predate AI search. The example brings them into one diagnostic perspective so teams can acknowledge anywhere an AI visibility issue sits.

Use the layers for triage fairly than four parallel checklists. Start alongside brand discoverability to regulation out admission problems. Then use the visibility issue you’re seeing to decide whether brand clarity, brand authority, brand trust, or a blend needs attention.

These are diagnostic layers, not worldwide AI ranking factors or a fixed sequence all AI scheme follows.

The next four sections activity through all layer.

Layer 1: brand discoverability

Brand discoverability is how reliably AI systems can discover and recover your content. If they can't attain it, that satisfied can't contribute to how they depict or propose your brand. Clarity, authority, and rely all run on data AI systems have already retrieved, which makes this the tier to regulation out first.

Start alongside the technical baseline:

Priority pages have to be crawlable and indexable
The AI hunt crawlers you desire reaching your location shouldn't be blocked by accident through robots.txt, CDN, firewall, WAF, or bot-management rules
Important data have to be accessible as readable text, and JavaScript rendering shouldn't conceal key satisfied or links from crawlers
Canonicalization should indication the preferred type of copy or near-duplicate pages

To meet requirements as a supporting nexus in AI Overviews or AI Mode, a leaf must be indexed and eligible to appear in Google Search alongside a snippet. Google additionally says no additional specialized requirements or particular schema.org markup apply.

For ChatGPT Search, OpenAI says publishers should authorize OAI-SearchBot to admission content they desire included in summaries and snippets.

Structured data motionless helps machines construe leaf satisfied and entities whenever it accurately reflects what's apparent on the page. Treat it as supporting infrastructure fairly than a proven lever for earning AI citations.

Further reading: How do you optimize for AI search?

How to inspect discoverability

Start alongside the precedence pages you desire AI systems to access.

1. Check AI crawler access

In Semrush's Site Audit, open Crawled Pages.

Use the "Blocked AI hunt bots" display to see whether robots.txt restricts any of the AI hunt crawlers. Review which precedence pages are affected and which bots are blocked.

2. Check for admission problems exterior robots.txt

If a crawler is allowed in robots.txt but admission problems remain, inspect your CDN, firewall, WAF, or bot-management logs for requests from that crawler to the affected URL. Look for blocked requests, difficulty responses, or HTTP errors specified as 403 or 429.

If you discover one, assessment the regulation that triggered it, update the configuration anywhere appropriate, and test the leaf again.

The inspect gives you two imaginable outcomes:

Clean: the AI hunt crawlers you desire reaching the location aren't unintentionally blocked from precedence pages.

Needs escalation: a applicable crawler is blocked from a precedence page, or admission motionless fails notwithstanding being allowed in robots.txt.

A spotless discoverability inspect rules out an apparent crawler-access constraint. If the correct data is accessible, move on to inspect whether your brand is depicted accurately in AI responses.

Further reading: Robots.txt explained: syntax, finest practices, & SEO

Layer 2: brand clarity

Brand clarity is how accurately AI systems comprehend and depict your brand.

Discoverability and clarity are distinct outcomes: a brand whose satisfied is completely accessible can motionless be described inaccurately or inconsistently.

AI systems build their clarification of a brand from those sources collectively. A brand described inconsistently throughout the web gets described inconsistently in AI answers.

At Semrush, our changing merchandise portfolio creates exactly this benevolent of challenge: merchandise names, features, pricing, positioning, and descriptions develop during older versions can remain throughout owned pages, affiliates, difference pages, assessment platforms, and another publishers.

Geertrui Laleman, Senior AI Search Optimization Manager at Semrush, on how we fixed it:

"AI answers used to depict us as a traditional SEO tool alongside AI features added on. The mentions were there, they were fair describing the incorrect company. We didn't fix that by publishing additional on our own site. We fixed it by changing how we were described on the third-party pages LLMs cite."

Start alongside a verified origin of fact for current positioning, merchandise facts, pricing, and terminology. Use it to align owned pages first, afterward acknowledge crucial third-party sources that motionless transport outdated or conflicting information.

AI systems can additionally encounter many individually exact facts concerning a brand and motionless collect a fragmented picture. That happens whenever the facts don't determine into a apparent ranking of what the business is, who it serves, and what it have to be known for. Brand clarity depends on coherence as fine as accuracy.

The goal is to create the center facts and positioning accordant adequate that distinct sources fortify fairly than refuse one another.

Audit how AI systems depict your brand

Use Semrush's AI Visibility Toolkit to see how ChatGPT, Google AI Mode, Perplexity, and Gemini depict your brand.

Go to “Perception” and scroll downward to the Key Sentiment Drivers division of the report.

Use this to acknowledge the descriptions AI systems often nexus to your brand, including perceived strengths and areas for improvement.

Pull out the descriptions that create a actual or positioning assertion concerning the brand: what it is, who it serves, what it does, or anywhere it falls short, and difference them alongside your verified origin of fact using a uncomplicated ledger:

Approved fact	What AI says	Assessment	Where to investigate	Next action
Includes period tracking, invoicing, and asset planning	Described chiefly as a project manager	Incomplete	Owned merchandise pages and recurring third-party sources	Clarify confirmed capabilities
Starting cost is $29/month	Quoted as $19/month	Incorrect	Pages carrying former pricing	Correct owned satisfied or petition an external update
Built for agencies managing client work	Same positioning	Accurate	No apparent conflict	Monitor

A mismatch tells you what to examine next. Review cited and recurring sources, discover the old or conflicting information, and accurate it anywhere you can.

That may average updating owned content, requesting a correction from an affiliate or publisher, or aligning merchandise and promotion tongue internally. If responses change throughout runs without a apparent actual error, continue monitoring fairly than assuming a cause.

For organizations tracking brand clarity throughout multiple markets, languages, merchandise lines, or larger immediate sets, Enterprise AIO extends the workflow alongside additional granular tracking by market and tongue alternatively of one blended view.

Layer 3: brand authority

Brand authority is whether AI systems discover adequate applicable evidence to contain your brand whenever comparing products, providers, or solutions.

The evidence can arrive from the brand's own site, assessment platforms, publishers, forums, difference pages, and documentation.

A brand can be named in an AI answer during the citation points location alternatively entirely, akin a G2 assessment leaf or a Reddit thread.

Owned satisfied tells AI systems what a business says concerning itself. Independent sources can corroborate, challenge, or add environment to those claims.

Ensure your evidence is value citing

Start alongside data gain: evidence or understanding your institution can contribute that adds item new to what is already accessible and is difficult for others to reproduce.

That power include:

proprietary data or research
firsthand tests and experiments
expert experience
original frameworks or methodologies
detailed chief documentation
useful synthesis built from evidence the audience would alternatively need to part together

Content that survives AI summarization keeps its value whenever extracted from the surrounding page. Specific findings, documented observations, apparent comparisons, and attributable expert understanding can motionless communicate item helpful whenever condensed into a abbreviated answer.

A competitor citation can disclose an opportunity, but it should not automatically decide what you create next.

A stronger chance may be a inquiry anywhere your institution has evidence the competitor cannot reproduce: your own data, testing, methodology, documentation, or firsthand expertise.

Then construction that evidence so the applicable facts, comparisons, and claims are uncomplicated to acknowledge and evaluate.

Our content optimization study compared AI-cited pages alongside pages ranking in Google's top 20 for connected keywords. Cited pages scored higher on apparent summarization (+32.83%), E-E-A-T signals (+30.64%), Q&A formatting (+25.45%), division construction (+22.91%), and organized data (+21.60%). In that study, organized data method lists, tables, and Q&A pairs in the apparent text. It doesn't mention to schema markup.

Make distinctive evidence uncomplicated to extract without stripping distant the environment that makes it credible. State the finding clearly, trait the evidence, and use headings, lists, tables, or Q&A formatting whenever they create the data easier to interpret.

Further reading: How to optimize satisfied for AI hunt engines

Find the sources shaping your category

Map the sources AI systems depend on for the prompts that matter to your buyers.

In Prompt Tracking, open the “Sources” tab.

Start alongside Sources by Category to see what kinds of domains AI systems are example from throughout your tracked prompts, specified as your domain, competitor domains, social platforms, cognition bases, digital PR, and another domains.

Then use All sources to assessment the domains or pages rearward those categories. Check how frequently all origin is cited for prompts, how frequently it appears alongside your brand mentions, and the source’s citation rate.

Use that data to answer three questions:

1. Which origin categories and domains recur for your crucial prompts?

Focus on the sources that display up often for comparison, recommendation, and purchase-focused prompts.

2. What function is all origin playing in the answer?

Switch between Domains and Pages, afterward inspect the cited pages to see whether they are being used for merchandise facts, comparisons, reviews, pricing, or broader category context.

3. Where is your brand missing?

If a origin is cited frequently but your brand is rarely mentioned, inspect the pages rearward it to see what evidence supports the brands that do appear and what may be missing for yours.

Then choose the reply that fits the gap. That power average improving your own evidence, correcting outdated third-party information, contributing expert input, following applicable coverage, or strengthening chief documentation.

A recurring origin tells you anywhere to examine next. It does not, by itself, explain why your brand was excluded.

Once your brand has adequate applicable evidence to be included, the next inquiry is whether AI systems have adequate confidence to propose it.

Layer 4: brand trust

Brand rely is whether autonomous evidence supports your brand’s claims and positioning powerfully adequate for AI systems to propose it alongside confidence.

Reviews, client experiences, autonomous comparisons, publishing company coverage, and another third-party sources can fortify those claims or refuse them.

When the broader evidence consistently supports what your brand says concerning its product, positioning, and client experience, AI systems have additional corroboration to diagram on whenever making a recommendation.

When that evidence conflicts alongside your own messaging, the contradiction can exterior in AI answers as caveats, substitute recommendations, or small assured framing.

The key inquiry is whether the evidence about your brand is current, credible, and accordant alongside the claims you desire AI systems to depend on. If not, trace the gap to its origin and location it by correcting outdated information, strengthening feeble corroboration, or resolving recurring client cognition issues reflected in third-party evidence.

Track opinion and advice environment complete time

To track opinion and advice environment complete time, use the AI Visibility Toolkit to comprehend how AI systems comprehend your brand and appearance for recurring patterns throughout commercially applicable questions.

In Brand Performance, commencement alongside Overall Sentiment and Share of Voice vs. Sentiment. These metrics display how positively your brand is discussed and how apparent it is related to competitors.

Next, scroll downward to Your Brand vs. Competitors to see which endeavor drivers AI platforms affiliate most powerfully alongside your brand and anywhere competitors have a stronger affiliation alongside a buyer priority.

Select a endeavor controller to see how your brand is represented in AI answers, and choose a small set of commercially applicable questions to assessment consistently. This keeps the inspection focused on the buyer decisions you desire to power fairly than all inquiry Brand Performance surfaces.

Across those questions, appearance for recurring patterns: whether your brand is connected alongside the positioning you desire to own, whether competitors are gaining dirt on crucial endeavor drivers, and whether opinion or advice environment is changing.

A recurring form is the commencement of the investigation. Trace it rear to the AI responses and third-party evidence shaping that awareness before deciding what needs to change.

How to measure AI visibility without treating answers akin rankings

Start alongside a small set of buyer-decision prompts and track them throughout AI platforms. Measure the recurring patterns fairly than treating one answer as a fixed ranking.

We tracked a Reddit decrease in 2025, whenever ChatGPT cited Reddit in near to 60% of responses in first August and in about 10% by mid-September. By the end of the three-month study, Reddit had stabilized alongside Wikipedia as one of ChatGPT’s two most-cited domains.

The identical immediate can create distinct answers throughout distinct runs, and distinct AI platforms can answer the identical immediate differently. One prompt, one run, or one phase hence gives you lone a partial perspective of your AI visibility.

Citations and mentions frequently don't row up. In our study of 3,981 brand appearances throughout ChatGPT, Google AI Overviews, Gemini, and Google AI Mode, 62% were citations anywhere the answer never named the brand. ChatGPT cited brands in 87% of its appearances but named them in fair 20.7%.

This is why no sole visibility metric is enough: a citation tells you item distinct from a brand mention, exact representation, or recommendation.

Add your buyer-decision prompts to Semrush's Prompt Tracking and assessment the data at smallest weekly to acknowledge recurring patterns in visibility, mentions, cited sources, and immediate performance. Measure those patterns throughout four dimensions:

Dimension	Question to answer	What to track
Presence	Is your brand showing up?	Mention rate, citation rate, AI portion of voice, immediate coverage
Representation	Is your brand showing up correctly?	Factual accuracy, category affiliation and positioning, use-case and rivalrous framing
Source influence	Which sources are shaping the answers?	Recurring cited domains and pages, whether your brand appears on them, and which another sources often appear for the identical prompts
Business outcome	Is that visibility contributing to endeavor results?	AI referral traffic, leads, conversions, revenue, and another measurable downstream outcomes

Representation deserves particular notice since visibility can appearance affirmative during motionless operating against the brand. A affirmative citation in the incorrect category can be value small than no mention.

If an AI answer recommends a brand but associates it alongside the incorrect category, audience, or use case, the citation is reinforcing a positioning the business does not desire buyers to remember.

How to choose the prompts you track

Build your immediate set from questions buyers already ask:

sales-call questions
support conversations
on-site hunt terms
Google Search Console queries
review-site language
questions that often stall deals

Customer interviews, forum threads, your own analytics, and spectators investigation tools akin Semrush's Traffic Analytics and Market Explorer inhabit in the rest. The array below shows anywhere to appearance and what all origin tells you.

Group those prompts by persona and journey stage so the set reflects distinct buyer decisions fairly than small wording variations. “Best CRM,” “top CRM software,” and “best CRM platforms,” for example, mostly portray the identical decision and do not need to be tracked as distinct immediate themes.

For larger immediate programs, Enterprise AIO supports unlimited immediate tracking and lets teams drill into achievement at the brand, market, city, product, and individual-prompt level.

Further reading: How to measure and study on AI hunt visibility

The brand visibility diagnostic

Measurement tells you what is happening. The four-layer example helps decide anywhere to examine first.

Observation	Likely layer	Where to appearance first
Important pages aren't being fetched or reliably accessed	Brand discoverability	Crawlability, indexation, rendering, robots.txt, CDN, or firewall restrictions
Brand facts, pricing, capabilities, or positioning are often wrong	Brand clarity	Internal origin of truth, owned pages, cited and recurring third-party sources
Pages are fetched but rarely cited for applicable prompts	Brand authority	Evidence quality, relevance to the query, cited-source patterns, origin ecosystem
The brand enters applicable comparisons but is rarely recommended or draws recurring caveats	Brand trust	Reviews, sentiment, assertion corroboration, rivalrous framing, client experience
Citations addition during mentions or recommendations don't	Not adequate evidence to allocate a layer	Representation and origin influence
AI visibility improves during leads, conversions, or income don't	Measurement or relevance issue	Prompt selection, buyer intent, journey stage, attribution

Not all disappointing outcome maps cleanly to among the four layers. When the evidence is mixed, examine the underlying answers and sources before assigning a failing layer.

How to commencement an AI hunt strategy

Start alongside a baseline so you cognize which tier to activity on first.

Confirm discoverability:Make certain AI systems can admission the precedence pages and data you desire them to use.
Check brand clarity:Verify that current positioning, merchandise information, and another crucial brand facts are accordant throughout owned pages and precedence third-party sources.
Set up immediate tracking:Start alongside 20–25 buyer-decision prompts tied to your product/service, use cases, comparisons, and recommendations that can power the business. Use this set as your first AI visibility baseline.
Identify the sources shaping those answers:Review which domains AI systems often cite, whether your brand appears in them, and what evidence is influencing inclusion and recommendation.

Use the diagnostic example complete to acknowledge which tier needs notice first, create a focused change, and retest the identical prompts.

6 mistakes that stall AI visibility

These six mistakes stall AI visibility by optimizing a proxy alternatively of addressing the tier anywhere the issue sits.

1. Publishing pages for all immediate variation

Layer affected: brand authority

Creating distinct pages for insignificant variations of the identical buyer inquiry adds quantity without adding new evidence. Focus on the underlying decision and contribute data that deserves to be retrieved and cited.

2. Treating crawler action as visibility

Layer affected: brand discoverability

A crawler reaching your location confirms access. It does not display that your satisfied was retrieved for applicable questions, cited, connected alongside your brand, or used in a recommendation.

3. Treating citations, mentions, and recommendations as the identical outcome

Layers affected: brand authority and brand trust

A citation method your satisfied contributed to an answer. A citation method your brand appeared. A advice method the brand was presented as an choice value choosing. Measure them separately.

4. Manufacturing third-party consensus

Layers affected: brand authority and brand trust

Third-party evidence matters since it can independently assistance what your brand says. Fabricated mentions, low-value placements, or undisclosed endorsements do not create dependable corroboration.

5. Treating schema or llms.txt as citation switches

Layer affected: brand discoverability

Schema and emerging records specified as llms.txt can assistance machines construe or admission information. They do not justify that an AI scheme volition citation the leaf or propose the brand.

6. Making satisfied worse for group to create it easier for AI

Layers affected: brand clarity and brand authority

Rigid answer blocks, repetitive questions, and machine-first formatting can create a leaf small helpful without adding improved evidence. Keep the data apparent for group and substantive adequate to remain helpful whenever AI systems recover or summarize it.

Answer-ready is not agent-ready: preparing for AI agents

Answer preparedness and delegate preparedness resolve distinct problems.

An answer-ready brand can be retrieved, understood, cited, and recommended inner an AI-generated response. Agent preparedness starts anywhere the answer ends: the AI scheme must additionally be capable to navigate the location or service, comprehend what it can do, and complete a task.

That method a merchandise leaf can activity fine in an AI answer and motionless neglect whenever an delegate tries to use it. The data may be apparent adequate for ChatGPT to explain the product, during an unlabeled clasp or ambiguous form site makes the next stage difficult to complete.

ChatGPT Atlas uses ARIA tags to construe leaf construction and interactive elements specified as buttons, menus, and forms. Descriptive roles, labels, and states assistance the delegate comprehend what those controls do and engage alongside them additional accurately.

Website communication is lone one part of delegate readiness. When an delegate needs to nexus to a assistance or another agent, it additionally needs organized ways to detect what is accessible and how to connect. Several emerging mechanisms location distinct parts of that problem:

Mechanism	What it helps an delegate do
llms.txt	Provides an optional machine-readable summary of a location and its crucial links, which can reduce the crawling needed to comprehend its high-level structure.
MCP Server Cards	Describe a distant MCP server’s identity, transport endpoints, and supported protocol versions so a client can discover and nexus to it. The expansion remains experimental as of September 2026.
A2A Agent Cards	Describe an agent’s identity, endpoint, capabilities, authentication requirements, and skills so another delegate can determine whether it is suitable for a project and how to communicate alongside it.

These mechanisms location distinct problems in how AI systems detect information, nexus to services, and engage alongside another systems.

Do not treat mechanisms akin MCP Server Cards, A2A Agent Cards, or llms.txt as shortcuts to citations, mentions, or recommendations. There is no published evidence that implementing them increases AI citations. Google says it doesn't use AI-specific files specified as llms.txt, and that creating them won't assistance or hurt your visibility in Google Search.

As AI systems move from presenting data to completing tasks, rely becomes additional crucial since agents increasingly depend on brand data to create or execute decisions.

For example, if an delegate is asked to publish a inn in Chicago for four nights near a gathering venue, it needs dependable data concerning location, availability, pricing, and cancellation policies. If that data is inconsistent or poorly corroborated, the delegate may choose another inn or be unable to complete the booking.

Further reading: How to prepared your location for AI agents

Build an AI hunt scheme that survives phase shifts

Publishing additional AI-optimized pages won't win this on its own. The brands that clasp up are uncomplicated for AI systems to understand, difficult to misrepresent, backed by autonomous sources, and helpful adequate to cite.

Use that as a display for new AI hunt tactics: would this alter motionless enhance how the brand is understood or evaluated if the phase changed tomorrow? If yes, it is apt a strategic investment. If its value depends on one crawler, immediate variation, document format, or impermanent citation pattern, treat it as an test fairly than the scheme itself.

Identify the clearest failing tier you can verify, afterward commencement there.

Frequently asked questions

What strategies enhance brand visibility in AI hunt engines?

Improve brand visibility by making your satisfied accessible to AI systems, keeping brand data exact throughout owned and third-party sources, publishing evidence value citing, and strengthening autonomous assistance for your claims.

Track a fixed set of buyer-decision prompts to see whether those changes enhance mentions, citations, representation, and recommendations. Then difference those changes alongside SEO, traffic, and endeavor outcomes complete the identical period.

In Semrush, nexus Google Search Console and GA4 and bring that data together alongside metrics from the AI Visibility Toolkit in My Reports.

For all area, track:

AI visibility: mentions, citations, portion of voice, immediate coverage, and representation
SEO: rankings, impressions, and clicks
Traffic and outcomes: sessions, referral traffic, conversions, and revenue

How do we acknowledge gaps anywhere competitors are cited in AI answers alternatively of us?

Track the identical buyer-decision prompts for your brand and competitors, specified as comparison, recommendation, pricing, alternatives, and product-fit questions.

Separate competitor citations from competitor recommendations, afterward inspect the domains and pages that often assistance those answers. If competitors are cited for evidence you don't have, that's brand authority. If the sources depict you incorrect or depart you out, commencement alongside brand clarity. If you're in the difference but competitors get the recommendation, appearance at brand trust.

How can I get my location cited in AI answers throughout AI Overviews, ChatGPT, and Perplexity?

There is no sole maneuver or specialized toggle that guarantees citations throughout AI Overviews, ChatGPT, and Perplexity.

Make certain precedence pages are accessible, answer the query alongside particular and helpful evidence, and keep crucial brand data current throughout your location and the third-party sources AI systems depend on. Then track which sources all phase often cites for your mark prompts and fortify the gaps you can influence.

For a additional tactical workflow, see our guide on how to optimize for AI hunt results.

My husband and I have different risk tolerances and approaches to investment. Here's how we handle it.

support@mycoding.id (Laura Leavitt) — Fri, 23 Oct 2026 11:51:01 +0700

The author and her hubby method investing differently, but have figured out how to discover a average ground. Courtesy of Laura Leavitt

The conversation started since of a windfall: it was the archetypal duration that we didn't have the preschool tuition fee since my son was starting kindergarten. "I'd affection for this prosperity not to fair disappear into the monthly budget," I stated to my husband.

He nodded, and immediately had a suggestion. "What if we used it to commencement up a brokerage account? It'd be fine to have several investments that are accessible without penalty before retirement."

Our approaches to investing differ

I knew, profound down, that this was a sensible reply to my point: we the two already were on commission alongside the idea of paying ourselves first, anywhere we commit to an amount onward of period for funds and retirement investments and afterward live on any we acquire complete that. This scheme served us well, and I wasn't opposed… exactly.

"I was really expecting to use several of it to add to our emergency fund," I told him slowly. "And perchance getting several additional sun-related panels I've been looking at."

We have lately lived through instability that made me really value the kinds of norm comforts that are currently effortlessly accessible. Our family informed the effect of a important hurricane lone two years ago (Hurricane Helene), and whenever water, electricity, and telecommunications were interrupted for days and afterward weeks, I realized that a comparatively humble amount of prosperity and supplies would have made weathering a duration of instability easier.

This is the location anywhere my hubby and I diverge: I lean to see things slightly pessimistically, believing there's a fine chance provision chains volition be interrupted additional than a few times during our lifetimes because of a assortment of factors.

My hubby has a mostly optimistic, risk-tolerant approach to life. He knows we've made a firm scheme for retirement, so he sees that a brokerage document offers promising returns (not guaranteed, but according to historic data) on finances that we've worked difficult to earn. I'm sometimes fearful of the possible of losing everything in a inventory market crash.

I don't think either of us is really at likelihood alongside the another person: my hubby witnessed Helene and set to activity environment up a power division backup scheme for our sun-related panels, an notable feat and funding that falls additional in row alongside my own risk-averse nature.

And I've never squashed his goals of investing for the two abbreviated and long-term stability, equal if, profound down, I desire all our funds in high-yield funds accounts alongside FDIC protection.

We've learned how to fig out what's correct for us

In command to create these conversations civic and positive, we lean to prosecute three steps.

First, we all get to create the case for why this investment, and why right now.

I think several of the way that we the two get complete our anxieties concerning spending or preservation fine is that we desire to be heard, so he hears me out whenever I desire to build an costly greenhouse on our asset to develop additional food, and I comprehend him out whenever he identifies that our current ages deserve a slightly risk-tolerant scheme so that we can reap the benefits whenever the market jumps higher.

Frequently, this procedure of hearing all another out helps us discover an in-between beautiful organically, and finding an in-between is the second step. Sometimes, we acknowledge that, for instance, we are too occupied to obtain complete advantage of a greenhouse correct now and should array it for a twelvemonth or two. However, perchance this is a fine twelvemonth to allocate in a higher-speed residence charger for our electric car. Because many of his goals are "invest as much as possible," it's normally imaginable to buy several part of the bodily items I desire during motionless contributing to our investments.

When I'm advocating for a deeper emergency fund, housed in a high-yield funds account fairly than a market-invested brokerage account, I typically ask that we contribute in a percentage-based way. If I ask, for instance, for a windfall to be divided 30/70, he gets to allocate 70% of the prosperity toward higher yields, and I get 30% in a extremely safe account. It's not exactly what either of us would like, but it ultimately gives us several benefits of the two risk-averse and risk-tolerant strategies.

Finally, any period we discover a divided that really feels aligned for us, we see if we can create it a regulation for the future, the third step. No one loves having to reinvent the rotor all period new prosperity conversations arrive up. When that 70/30 divided worked fine for us once, I've returned to it for afterward prosperity decisions, and during it sometimes needs to be adapted, it lets us balance all of our needs without a lengthy discussion. My husband, famously of few words, likes whenever we can keep the conversations a small shorter and get rear to playing a commission equivalent or observing a silly TV display to relax.

When we comprehend all another out, discover a helpful center ground, and operationalize the outcome for forthcoming use, we discover ways to allocate in the two a additional safe and a additional growth-focused future, favoring methods that activity fine for the two our hazard tolerance levels.

Dutch government had hacked into Jared Kushner's phone

support@mycoding.id (Putri Silvia) — Fri, 23 Oct 2026 11:41:32 +0700

This excerpt is from a publish containing outrageous and categorically false allegations. We denied all assertion on the record, yet the author provided not a sole shred of verifiable evidence to substantiate them. No financial institution statements, cable transfer records, document numbers, transaction dates, or another verifiable particulars were provided to assistance these bonzer accusations. The complete never happened. It is deeply disappointing that Vanity Fair would publish specified bonzer accusations without independently verifying them. This is not journalism. It is fabrication being presented as fact.

MC Project

I stayed at a 5-star Four Seasons hotel in Jackson Hole, Wyoming. My $1,000-a-night room felt like a skier's sanctuary.

Welcome to the Four Seasons Jackson Hole, a five-star, slopeside ski resort.

After checking in, I explored the area alongside the representative peak-season visitant in mind.

The bed was plush alongside warm, fluffy bedding and compact pillows.

The nature-inspired headboard was a mesmerizing declaration piece.

The bed was so comfortable that I didn't desire to get up — and alongside astute controls on the in-room tablet, I didn't have to.

The another nightstand held an eclectic rack of books alongside a heated pale color palette.

Across from the bed, a ample TV was mounted complete a rock fireplace.

The area additionally had a personal bar alongside aureate trimmings.

In the marble bathroom, the oversize tub had a bendy ablution caput that made me awareness akin I was in a spa.

The washroom felt spacious, alongside a double-sink vanity, a sizable shower, and a distinct toilet room.

Across from the bathroom, a walk-in closet held bathrobes, a safe, and several classic, upscale amenities I've lone seen in ultra-luxury hotels.

The personal terrace seated one in a comfortable lounge chair.

Out there, I had a perspective of the ski lifts traveling up and downward Rendezvous Mountain.

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