MC Project

The CEO of Edward Jones said one risky decision made her career take off

support@mycoding.id (Ana Altchek) — Wed, 07 Oct 2026 10:53:01 +0700

Penny Pennington stated she remaining banking since she wasn't certain that it mattered that she was the one showing up all day. IMF

Penny Pennington's decision to depart funding banking complete two decades ago plainly paid off.

At the time, though, the move from banking to financial advising was viewed as risky, the CEO of Edward Jones said. Some people, she said, idea it was akin "jumping off a cliff." Despite having a prosperous occupation in banking, Pennington stated she had a apparent logic for making the switch.

"I wasn't certain that it mattered that it was me who showed up all day in the archetypal 14 years of my career," Pennington told Business Insider.

Since starting at Edward Jones in 2000, among the nation's largest funding advisory firms, Pennington stated being herself has "really mattered." When advising clients and their families on important financial decisions, she stated authenticity builds trust.

If she's asking clients to open up concerning who they are, Pennington stated she have to be consenting to do the same. As she settled into the advising role, she stated she realized group weren't fair evaluating her skills — they additionally wanted to comprehend her perspective.

"Who I am as a individual can be appealing to several people, in a non-superficial way," Pennington said. "In a way anywhere group can say, 'Wow, I think I can rely her. She's credible. She's reliable. She's getting to cognize us.'"

Pennington stated that, whenever advising others, it matters that "you are you." It's a instruction that she's taken into leadership, she said. When she became CEO seven and a fractional years ago, she established herself strolling into meetings exterior her acquainted earth of clients and financial advisors and wondering, "What am I doing in these rooms? I don't pertain here."

Over time, she realized the identical regulation from before in her occupation applied. Pennington stated that her job was motionless to inform the narrative of Edward Jones and its clients, and she didn't need to subdue her character to do it.

"I can do that unabashedly, without apology, alongside amazing enthusiasm, and that works," Pennington said.

Once she stopped trying to fit person else's mold, she said, her occupation took off. She credits her advancement at Edward Jones to being herself.

"When I started being me, that's whenever doors began to open," Pennington said.

Jev AI in practice: 5x faster, but is it accurate enough?

support@mycoding.id (Simon Lim) — Wed, 07 Oct 2026 10:33:42 +0700

Wednesday October 7, 2026

Simon L. & Mantas L.

Most AI agents expend their day making small decisions: which tool to call next, whether a stage worked, whether an email needs a reply. Each one goes to an LLM, takes a few seconds, and comes rear as a paragraph of content your code has to choice apart.

It works, but it’s slow, the expenses add up, and nothing tells you whenever the example is guessing.

Diogo Almeida used to activity at OpenAI, anywhere he helped build the methods that made ChatGPT fine at following instructions. Now he’s CEO of TypeSafe AI, a business he co-founded, and he’s asking: “Models have been superhuman at conversation for years, so anywhere is all the automation?”

His answer is Jev, a example that can’t conversation at all and is built lone for the small decisions agents make, anywhere you already cognize the fistful of imaginable outcomes.

Within days of launch, developers had it playing Subway Surfers, moving shapes about a display by sound command, and triaging inboxes for pennies.

The games get the most views, but the inbox demo is nearer to your own work. Most teams have dozens of small decisions akin that, and Jev could grip them for a fraction of what an LLM costs, as lengthy as you cognize anywhere it falls short.

We tested it on two of our workloads. Jev was fine adequate for spotting phishing domains, anywhere it nearly matched the finest model, but not for sorting assistance chats by product, anywhere it cut fine rearward the LLM we use today.

That makes it a fine fit for high-volume checks anywhere a small autumn in accuracy is fine, during an LLM is motionless the improved choice anywhere all item of accuracy counts.

What is Jev AI?

Jev is a example that makes decisions inner your agents and workflows. You provision it a inquiry and the imaginable answers, and it returns a probability for all one and, usually, a confidence score.

All of it goes direct rear to your code. Nothing it returns is meant for a individual to read.

It’s akin a astute if statement. A normal if declaration handles checks your code can do whenever it knows the exact value, akin whether a figure is complete 100 or a site is empty.

It can’t inform whether a ticket appears urgent or a tool call looks risky, since those need judgment. That’s the benevolent of inspect you hand to Jev, and your code acts on any it decides.

How does Jev work?

An LLM writes its answer one token at a time, during Jev plant out the probability of all choice at once. TypeSafe additionally trains it to be honest concerning how certain it is, using a method it calls reinforcement learning for calibrated decisions. That method whenever Jev returns 0.8 for an option, it have to be correct concerning 80% of the time.

Say you desire all new email sorted automatically. You set up the inquiry once, in your code or in a workflow tool akin n8n. It asks “What benevolent of email is this?” and gives three imaginable answers: revenue lead, assistance request, or spam.

From afterward on, all new email is sent to Jev’s API alongside alongside that question, and Jev picks among the three. Jev power dispatch back:

sales lead: 0.91 support request: 0.07 spam: 0.02 confidence: 0.68

The archetypal three numbers are Jev’s conjecture at how apt all answer is, and they continually add up to 1. The final one, confidence, tells you how clear-cut the decision was.

When most of the importance sits on one answer, confidence is high, and whenever it’s split, confidence drops.

Here, 0.68 method Jev is fairly sure, since 0.91 sits on one choice and the another two portion what’s left.

Now ideate the identical email came rear as 0.52 revenue lead, 0.44 assistance request, and 0.04 spam. “Sales lead” motionless wins, but confidence falls to item akin 0.24, and we wouldn’t let our code act on that without a second look.

You never have to parse anything, since Jev can lone come back the options you gave it. That doesn’t average the answer is right, so you motionless need a way to cognize whenever to rely it.

Why the confidence mark matters

Speed and cost get the headlines, but the confidence mark is the most helpful part of Jev, since it’s what lets you depart it operating without checking all answer yourself.

That matters since a example that’s correct 95% of the period motionless can’t run on its own if nothing tells you which answers are the another 5%.

LLMs rarely say whenever they’re guessing, so you end up either checking everything or trusting everything. Jev flags its own shaky answers, akin that 0.24 email, and your code decides what to do alongside them.

You can do three things: let your code act on high-confidence answers, ask for confirmation on the ones in between, and continue low-confidence ones to a individual or a bigger model.

Where you put those lines is up to you, and it mostly comes downward to what a incorrect answer costs. A spam email that lands in the assistance queue expenses person a few seconds, during a revenue guide submitted as spam could disbursal you a customer, so we’d set a much higher bar before item gets marked as spam.

We wouldn’t obtain the company’s 0.8-means-80% assertion on faith, either, and you can’t get cutoffs from another model.

When we tested Jev on our phishing finding dataset, its confidence measure didn’t row up alongside the another models’, so we picked the cutoff using training examples, locked it in, and lone afterward ran it on 781 domains it had never seen.

That’s the method you should take. Tune the cutoff on one set of genuine examples, fastener it in, afterward test it on another. If too many incorrect answers stumble through, build a improved calibration set and reiterate the procedure fairly than nudging the cutoff on the test results.

How does Jev difference to LLMs?

We tested Jev on two of our own workloads, and the answer depends on the task.

The archetypal was that phishing check. Compared alongside the verified answer for all domain, Jev got 88.5% of the 781 domains right. The most exact example in the test, a self-hosted Gemma 4 31B, reached 90.0%, so Jev was lone 1.5 percent points rearward during answering 5.3x faster, in 0.38 seconds on average against 2.03.

It was cheap, too. Jev disbursal concerning $0.021 per 1,000 domains, approximately 4.3x small than GPT-5.6 Luna, the finest API example in the test, which scored lesser at 84.5%.

The second was sorting client assistance chats by merchandise and intent, using 528 former chats. Here the gap was bigger. Jev picked the correct merchandise 79.3% of the time, against 86.9% for GPT-5 mini. When the two the merchandise and the intent had to be right, they were level, alongside Jev at 42.9% and GPT-5 mini at 42.4%.

Jev was motionless much faster and cheaper, alongside a median of 0.81 seconds per conversation against 4.54 seconds, and $0.23 per 1,000 chats against $1.27.

In the two tests, Jev was concerning 5x faster and 4 to 6 times cheaper. That’s far small than TypeSafe’s initiate claims of approximately 193x faster and 444x cheaper. The difference is that TypeSafe measured against ample frontier models. We measured against the smaller, cheaper models we really run, on genuine workloads, so the gap was continually going to be narrower.

For phishing, we’d obtain that commerce without much thought. For merchandise classification, a 7.6-point autumn is too much for us to toggle today.

That’s why you should test Jev on your own data before deciding, since the gap can be small on one project and ample on the next.

What changes whenever decisions are cheap

Once decisions get cheap, you commencement making far additional of them. Right now, whenever all LLM call expenses prosperity and adds a few seconds, you ration. You inspect the tool calls you remembered to concern concerning and let the remainder through.

At Jev’s prices, you can inspect all tool call, kind all incoming event, and rethink the scheme following all stage alternatively of locking it in at the start.

In our phishing test, Jev checked 1,000 domains for concerning 2 cents, which makes checking all sole one an uncomplicated call.

Two warnings before you get too excited, though. First, cheap lone counts if the answers are right.

In a distinct AI coding models test, the cheapest example looked akin the finest agreement per task, but its changes averaged lone 43% of the size of the engineer’s edit, so part of the preservation came from doing small than fractional the job.

A incorrect call can additionally create additional activity later, akin a retry or person cleaning up a mess, so keep an eye on what all correctly completed project costs, not fair the cost per call.

Second, Jev lone plant on small, apparent questions. “Is this a refund request?” is the correct size for it, during “handle this customer” is far too big.

Before you plug Jev in, interrupt a big job akin “handle this customer” into smaller questions, specified as whether it’s a refund request, whether the client is upset, and whether the command figure is valid.

One workflow, divided into small decisions

Gabrielė Bagdonaitė, who manages influencer achievement and operations at Hostinger, built an delegate to assessment partner content. It scrapes a partner’s video, checks the links and coupons, makes certain the merchandise is described correctly, and logs everything in a sheet.

That turned out to be too much for one agent. It would complete part of the job and young female the rest, or importune it couldn’t use a tool it had admission to.

Here’s a coarse diagram of how a workflow akin hers could be divided alongside Jev:

Step	Handled by
Pull the video’s transcript, description, and the product’s key facts	Plain code
Check that the coupon code appears in the description	Plain code
Check that the affiliate nexus is current and works	Plain code
Does the video equivalent the merchandise facts?	Jev
How notable is the mention: brief, moderate, or featured?	Jev
Is the spirit positive, neutral, or negative?	Jev
Write a abbreviated summary for the team	LLM
Log the results in the sheet	Plain code
Review any low-confidence or borderline answer	A person

Only three of the nine steps need judgment, and all of those asks one narrow question.

If we were construction this, we’d commencement alongside the plain-code steps, since they’re the easiest to get right, and afterward add the Jev questions one at a time. Each row maps onto a node in self-hosted n8n, so you can test all part on its own before connecting the next.

Should you use Jev AI?

Jev makes the most awareness for decisions your scheme makes complete and over, alongside a fixed set of imaginable answers, akin routing, triage, tool selection, and safety checks.

Our phishing inspect is a fine example: one apparent inquiry asked thousands of times, anywhere Jev came inside 1.5 points of the finest model.

It’s additionally value comparing if you self-host models today. In the phishing test, the self-hosted Gemma 4 31B was the most accurate, but Jev came near at concerning a fifth of the latency, alongside no GPUs to run.

In the assistance conversation test, Jev answered far faster than our self-hosted Qwen (0.81 seconds against 6.28) but was small exact on products (79.3% against 84.7%).

We’d keep it distant from three kinds of work, though. The archetypal is judgement that depends on knowing the entire system.

In our coding test, all seven models set a 30-second timeout since the ticket asked for one. The engineer who shipped the project used 20 seconds, since that’s the bounds the remainder of the codebase already used for this benevolent of service.

Asking Jev “Is 30 seconds a sensible timeout?” wouldn’t have caught that, since Jev lone sees what you dispatch it, and the correct answer lived location alternatively in the codebase.

The second is lengthy tasks that need a plan. Jev answers all inquiry on its own in a fraction of a second, so it isn’t built to think multiple steps ahead. For an open-ended agent, the setup we’d try is a bigger example doing the preparedness and Jev making the quick calls alongside the way.

The third is item that involves penning or seeing. Jev doesn’t create text, and it lone takes content in, so it can’t appearance at a screen. If your delegate needs to comprehend a display or a messy page, you’ll have to build that translation stage first.

The easiest location to commencement is an delegate or workflow you already run. Find the spots anywhere it asks an LLM a yes-or-no inquiry or has it choose from a abbreviated catalog of options, and run Jev on those identical calls next to your current setup for a week.

Then difference how frequently all one was correct and what all one cost. If Jev holds up, those are decisions you can now oversee to inspect all time. If it doesn’t, you’ve spent a week and a few cents finding out.

Simon is a energetic Content Writer who loves assisting group change their imaginative ideas into thriving businesses. With extended promotion experience, he continually strives to nexus the correct communication alongside the correct audience. In his spare time, Simon enjoys lengthy runs, nurturing his chilli plants, and hiking through forests. Follow him on LinkedIn.

The Co-author

Mantas Lukauskas

Mantas, a Data Scientist at Hostinger, focuses on leveraging AI technologies to run innovation and enhance our projects. With a Ph.D. in Informatics and complete 8 years of cognition in AI, data science, and research, Mantas additionally contributes to academia through assorted AI-focused projects.

A font recreated from photographs of classic Commodore 64 keycaps

support@mycoding.id (Mira Azkia) — Wed, 07 Oct 2026 10:17:55 +0700

A font recreated from photographs of traditional Commodore 64 keycaps, alongside cleaned-up shapes and accordant proportions.

Download TTF · OTF · Webfont · Complete package

Install the TTF or OTF, afterward choose C64 Keyboard in your application.

To try it out, download and extract the complete package, afterward open preview.html. Click a special-key or PETSCII clasp to insert its sign into the category tester, afterward copy the content into your use and choose C64 Keyboard.

If you have an before type installed, substitute it alongside version 1.107 and restart applications that motionless display the old font.

Uppercase letters, numbers, punctuation, arrows, and £.
Selected accented letters, including Hungarian characters.
Function-key labels f1–f12 and traditional C64 key legends.
All 63 PETSCII explanatory forefront legends, arranged by key in the preview.

Lowercase input displays as uppercase. This recreates printed key legends, including gentle geometric reconstructions of the PETSCII graphics, fairly than the display bitmap font.

Open preview.html and use the PETSCII buttons to insert the symbols, afterward copy them from the category tester. Left legends equivalent to Commodore + key, correct legends to Shift + key in uppercase/graphics mode. Pi on the up-arrow key additionally plant alongside Commodore.

These are reconstructed outlines: identities and key assignments arrive from the Ultimate Commodore 64 Reference; example thickness, curves, and imprint proportions are inferred from the supplied keyboard photograph. They are not exact photo traces. Pi is unframed as on the key.

The preview handles the particular character codes for you. Copied symbols need this font to display correctly. See the PETSCII key map and encoding guide for codes and keyboard combinations.

Editable outlines are in glyphs/, alongside build tools in scripts/. Original photographs are not included.

Build instructions · Version history

An independent, unofficial reconstruction.

Reasons to Dislike AI Coding

support@mycoding.id (Mira Azkia) — Wed, 07 Oct 2026 10:15:00 +0700

Code as Art

I covered this before in Art or tool? If you think of application as imaginative output afterward generated application isn’t genuine since it doesn’t have the imaginative ineffability that’s a sign of true art.

There’s no disagreement against this one apart from that the group who desire application typically aren’t paying for artworks, they’re paying for outcomes. And the outcomes of using a stated artefact are the identical despite of how the artefact is made.

That additionally method there’s no disagreement for this one, unless you obtain as axiomatic the ideas that things that can be considered art should lone be made by people, and that using this particular set of tools is too big a separation between the individual and the activity whenever no another historic set of tools was too big a separation between the individual and the work.

AI as Employment Thief

I covered this one before too, in On operating machines. If you think of typing in code as the item you get paid for, and the employers now have admission to a device that can do the typing, afterward the device “stole your jobs”.

Except that the job was never to category code, it was to provision precious software. People who can motionless do that can motionless get paid by organisations that need that to be done. And, as I stated in the connected post, petition lone increases as use becomes additional efficient.

Humans as Meat Proxies

If you think that application innovation is an interpersonal endeavour, afterward taking project descriptions generated by application and turning them into prompts that the application uses to create additional application is a dehumanising experience.

This has been the trajectory of community for centuries. Here’s a citation from the Fragment on Machines:

…once adopted into the manufacturing procedure of capital, the method of labor passes through distinct metamorphoses, whose culmination is the machine, or rather, an automatic scheme of machinery (system of machinery: the automatic one is merely its most complete, most adequate form, and solitary transforms machinery into a system), set in motion by an automaton, a moving power that moves itself; this automaton consisting of many mechanical and intelligent organs, so that the workers themselves are mold merely as its conscious linkages. […]

The gathering of cognition and of skill, of the broad productive forces of the social brain, is thus absorbed into capital, as opposed to labour, and hence appears as an trait of capital, and additional specifically of fixed capital, in so far as it enters into the manufacturing procedure as a method of manufacturing proper.

This passage, written by Karl Marx in concerning 1857-1858, shows that the two mechanical and intelligent activity was continually intended to be replaced by machinery (in predicting the alienation of intelligent work, Marx likely relied on his cognition of contemporary mathematician Charles Babbage). In this circumstance it isn’t the innovation that takes the job, it’s the manner of production. And stated that programming is intelligent work, the method of manufacturing is exactly our heads, we ought to be capable to grasp those.

Software Engineering as Rules

Motivated by Bertrand Meyer’s AI for Smarties, if you accept that application engineering is the careful use of the mysterious cognition of application engineers, encapsulated in rules akin the SOLID principles, “prefer construction complete inheritance”, “use you’re type’s good“, the Law of Demeter and so on, afterward AI can’t perchance compose application since it doesn’t use those rules, it fair generates content that happens to compile.

Never intellect that much of the former of computing involves group taking an empiricist method to software: copying it from Stack Overflow and tweaking it until it works; penning it out from a listing in Numerical Recipes or Sinclair User and tweaking it until it works; penning macros to automate the copying phase, and so on.

AI Companies as Bad Actors

If you accept that the big AI companies is run by group who don’t have humanity’s finest interests at bosom (further reading: all the Karl Marx writings I didn’t already citation above), afterward AI coding is bad since it supports those companies. As lengthy as you don’t authorize for the innovation of another companies, the use of non-corporate models akin scholarly or community models, and so on.

I reached Coast FIRE at 34 on a teacher's salary. Here's how I did it while still enjoying life.

support@mycoding.id (Taryn Williams) — Wed, 07 Oct 2026 10:05:01 +0700

Taryn Williams. Taryn Williams

Growing up, I had no cognition concerning investing. I didn't cognize anyone who invested, and I never heard stories concerning group investing for withdrawal or selling stocks — most group I knew lived paycheck to paycheck.

My deficiency of financial literacy pushed me to commencement learning concerning individual backing in elevated academy and college.

Now, at 34, following 10 years of investing, I have adequate prosperity to awareness comfortable retiring at 67, equal if I don't add another dollar to my withdrawal account.

I quickly learned that I would need to commencement investing for withdrawal sooner fairly than later

I started researching online, following sites akin The Financial Diet to study concerning investing for retirement. One of the archetypal things I learned is that period is prosperity whenever it comes to investing. I knew that alongside as small prosperity as I had at the time, compound interest could lone activity formerly I started the process.

I started looking into platforms akin Acorns, which authorize you to allocate alongside as small as $5.

After graduating from college, I started investing gradually but surely

I started putting item distant all month. In supplement to the 403(b) withdrawal account that came alongside my job, I opened a Roth IRA to allocate on my own.

Over the former 10 years, I've continued to create a humble instructor pay or small (I lately went rear to academy to additional my education), but complete time, the consistency in my funds has added up to six figures.

I've reached this amount equal following spending on existence experiences that aren't cheap, akin travel. I've written previously concerning how I didn't desire to put my existence on intermission and delay until withdrawal to live. Nearly everyone has heard stories concerning person who stated they would journey formerly they former and, for any reason, didn't get the chance.

I knew I didn't desire to be one of those group who waited until withdrawal for their lives to start

While I never felt completely comfortable alongside the FIRE (Financial Independence, Retire Early) movement, which frequently prioritizes assured preservation to quit early, I decided to obtain my own approach. My type meant investing as much as I could during motionless traveling, going to concerts, and spending on the things I enjoy.

I started following a pay-yourself-first prosperity system, anywhere I figured out how much I needed to max out my Roth IRA and afterward allocated the remainder to another expenses. While I could certainly have had additional invested by now had I completely embraced the FIRE movement, I have no regrets concerning the way I've taken.

I've reached a Coast FIRE amount that I awareness comfortable with

Coast FIRE method having adequate invested that, alongside continued compound growth, you may not need to add another dollar to attain your withdrawal goal. From anywhere I am now, compound growth could do the remainder of the work.

I have additional than $140,000 invested correct now. If my investments acquire an average annual come back of 7.5%, a withdrawal calculator estimates that it could develop to concerning $1.5 myriad by the period I’m 67, equal if I don’t contribute another dollar. I scheme to keep contributing, but knowing I have that basis gives me harmony of mind.

Knowing I can quit one day gives me a awareness of financial peace

This is significant, as it's not item that I've always experienced. Knowing that I could motionless have a basis for withdrawal equal if I weren't capable to add any additional funds to it has allowed me to create additional elastic choices.

I awareness financially harmless for the archetypal period in my life. While I average to continue investing at the identical flat for now, I can obtain additional period off, go rear to academy again, or journey again.

Personal backing is fair that: personal

The correct withdrawal goal depends on your income, obligations, priorities, and the existence you desire to live now and later. Maybe FIRE is crucial to you and practically possible; perchance you're a sole genitor operating multiple jobs, and your goal is to get there whenever you get there. Whatever your goal is, decide on it and use a retirement calculator to decide what steps are necessary for you to accomplish your goal.

In my case, it's knowing I can continue to journey and do the things I love, during additionally knowing withdrawal volition be imaginable whenever I'm ready.

Meet the doctor-whisperer helping OpenAI navigate AI's medical minefield

support@mycoding.id (Stephen Council) — Wed, 07 Oct 2026 10:00:02 +0700

More than 300 myriad group use ChatGPT for health-related direction all week. Philip Dulian/picture alliance via Getty Images

If you've noticed ChatGPT giving improved direction concerning your aching back, it's apt gratitude to a doctor thousands of miles away.

Each week, additional than 300 myriad group use ChatGPT for health-related advice. To steer its AI betterment in health, OpenAI has conscripted hundreds of practicing physicians from about the world.

Speaking 49 languages, these contracted physicians measure examples of conversations that users or doctors power have alongside the chatbot, looking for places anywhere it could confuse its users or put person in bodily danger.

The doctor foremost these efforts, Rebecca Soskin Hicks, joined OpenAI in 2024 and has since rotate into item of a "doctor-whisperer," operating between doctors and the business to enhance AI in healthcare.

"This is a high-stakes area," Soskin Hicks said. "There's no complete row for what is fine enough. We are going to continue to march on towards improvement, as far as I am aware, indefinitely. Continuously."

Rebecca Soskin Hicks plant alongside a network of physicians to get feedback for OpenAI on ChatGPT's health advice. OpenAI

The stakes can certainly be high. In July, a pastor sued OpenAI complete ChatGPT's responses to particulars concerning a health emergency alongside his lungs. He alleged that the GPT-4o example had misdiagnosed and underplayed his symptoms; the lawsuit sought to get OpenAI to intermission the procedure of healthcare-related products.

With hopes that the network of doctors volition assistance enhance its AI for health, OpenAI has chosen to steam onward notwithstanding the untested legal landscape about chatbots, medicinal advice, and merchandise liability. Ashley Alexander, OpenAI's caput of health products, stated AI improves upon the net searching that millions of group already do.

Treating chatbots as the entire narrative rearward a medicinal decision "oversimplifies" the situation, she said, and "risks really getting in the way of us getting the beneficial effect of this in the hands of as many group as possible."

"We're extremely apparent that Chat is not to be used for assessment and treatment," Alexander said. The company's assistance conditions say this. If asked, the chatbot does recommendation to assistance measure illnesses and injuries.

Doctors appearance for 'gaps' in ChatGPT's health advice

The project falls to researchers and doctors to enhance ChatGPT's health advice. Soskin Hicks built her squad of physicians alongside Karan Singhal, who leads the company's health investigation and told Business Insider before this twelvemonth that he wants patients to see ChatGPT as a "protector in their attention journey."

Soskin Hicks stated the physicians' network aims to bring in the two geographic assortment and a range of specialties.

These doctors activity for OpenAI as part-time contractors, from as far distant as Kenya, Nepal, and Brazil. As of July, they had reviewed complete 700,000 responses from ChatGPT to measure how the models could improve. They aren't immediately providing data for AI training, although OpenAI and another example developers have increasingly used data from white-collar professionals to enhance their tech.

"To do this in a way that makes sense, we have to test situations that are ambiguous and messy and noisy and under-specified," Soskin Hicks said.

After the doctors measure the models, they inform the investigation squad "where the gaps are, anywhere achievement could be better," she said. The research team afterward looks for helpful new data and training methods to assistance ChatGPT accurately triage emergencies, solicit missing information, communicate uncertainty, and react alongside the correct flat of detail.

A 'ladder of evidence' grows on AI for health

Already, OpenAI has made it uncomplicated to nexus Apple Health and several medicinal records to ChatGPT, and Singhal touted the latest GPT-6 Astra example as the "state of the art" on a health benchmark test. The business additionally released a benchmark for evaluation a model's mental health responses final month.

The physicians' feedback and the models' achievement in benchmark tests have to be looked at as archetypal steps in evidence, Soskin Hicks said. She hopes that, complete time, studies volition display that the use of chatbots for health direction really improves outcomes for the two individuals and populations.

"There's this ladder of evidence, anywhere we are climbing up it, and we haven't gotten to the top," she said.

Have a tip? Contact this newsman via email at scouncil@businessinsider.com, or complete text, Signal, Telegram, or WhatsApp at 415-757-8198. Use a individual email address, a nonwork WiFi network, and a nonwork device; here's our guide to sharing data securely.

I launched a walking tour company with $3,600 and was able to replace my six-figure full-time income. These 3 tips helped me grow the business.

support@mycoding.id (Insider Inc.) — Wed, 07 Oct 2026 10:00:01 +0700

Paul Whitten is the originator of Nashville Adventures, a strolling tour company. Landon Edwards for BI

This as-told-to composition is according to a conversation alongside Paul Whitten, 37, the originator of Nashville Adventures. It's been edited for dimension and clarity.

I run former and strolling tours current in fine ol' Music City. I remaining a awesome job at Amazon in first 2024 to commencement my strolling tour business in Nashville, anywhere my spouse and I moved in 2021. My spouse idea I was insane for doing this, but it's grown all twelvemonth by triple digits.

I created the LLC in September 2023 and started operating it nights and weekends during motionless operating at Amazon. I did a gentle initiate on weekends in November 2023 at the end of the off-season, but this was fair me doing tours for free.

When I started, I partnered alongside another business called Tours by Foot — I looked up who was number-one in strolling tours of Nashville at the time, and they were, so I fair called them up, and I gave liberated tours there on the weekends fair for tips. I made $40 on my archetypal tour and was so ecstatic. We're motionless part of the Tours by Foot network, but we do paid tours there now.

Whitten, who enjoys former and community speaking, gives a tour. Landon Edwards for BI

I discontinue my full-time job at Amazon in February 2024, which is whenever I completely launched my endeavor and it became my full-time job.

In 2025, my business's income gain was fair under six figures alongside total income of fair complete six figures. Now in the archetypal eight months of 2026, our income gain is already complete six figures alongside income in the mid-six figures. I hired my archetypal employee — an additional tour guide to activity alongside me — concerning a twelvemonth in as well.

I idea concerning what category of activity felt fun, and what I was fine at

I chose strolling tours since they merge three of my favorite things: talking concerning history, public speaking, and making money.

I was in the US Army from 2007 to 2014 and whenever I was in Afghanistan, I got injured and was sent to a warrior passage component in the US. After my surgeries in the morning, I volunteered to provision tours at the Patton Museum in the midday for three weeks.

I loved it; whenever I looked rear at what I had the most fun operating at in my life, it was giving tours for free.

Before getting a company job, I exactly went from the Army to the Peace Corps in three years. I joined Amazon in 2019 as an area operations manager.

At the time, Amazon was expanding its fulfillment needs, so during I ended up in tech, I started in fulfillment. My capability to activity fine alongside the contractors and another stakeholders got recognized, and I moved laterally into the tech field. I became an automation program director at Amazon in 2021.

What I realized operating there is that I do have a distinctive accomplishment set. I can talk to anybody, and I can assistance group from wildly distinct arenas get on the identical wavelength.

Whitten, originator of Nashville Adventures, says he continually had a enthusiasm for history. Landon Edwards for BI

I made six figures in Big Tech, but I create additional now. These three strategies are the ones that helped my small endeavor earnings and gain develop quickly:

1. I took no pay for eight months

I started my business alongside $3,600, most of which went to getting the URL.

When I started this business, I didn't obtain a pay for eight months so that I wouldn't need exterior funding.

I wasn't frightened not to have a pay — I didn't have a female yet and my spouse was motionless working, so we motionless had health insurance. I additionally learned from my three years in the Peace Corps — whenever I lived off $140 a duration in the Republic of Armenia — that I can last without a big prosperity stream and can be blessed alongside next to nothing. My spouse was in the identical environment.

We don't need much, and we motionless expend beautiful much the identical as I did in the Peace Corps. Living below your means is a awesome way to last and thrive in difficult environments. It lets you authority your own destiny improved whenever you cognize you can thrive on small than what others think is a lot.

My direction if you desire to go this path is to decrease as much hazard as you can by cutting rear on all disbursal you have before you jump. This volition assistance you create certain that you have an capability to last as you try to make your endeavor sustainable on its own.

2. I picked a distinctive niche endeavor that wasn't sexy

I've continually had a enthusiasm for history. I've never taken a endeavor category in my life, but by clean luck, I noticed there was a gap in the market of tourism in Nashville. Everyone caters to a extremely particular spectators in Nashville — the bachelorette gathering market — and I established another niche current that works: group curious in the authentic, true former of Nashville.

Whitten says his business adapts its tours according to what a guest's interests are. Landon Edwards for BI

I picked unsexy strolling tours on intent since I could really position for them on Google — so I taught myself SEO by exactly study archive books and became the hunt outcome for Nashville former tours. That's worked to rank fine on GEO for AI hunt too, since it's beautiful much the identical foundations of SEO.

The awesome item concerning a strolling tour is that it has an extremely low obstacle of entry. I could oversee a brace of tennis shoes to provision a tour, but I couldn't oversee a $250,000 sightseeing bus. So strolling tours were the manner of me getting to perform in this arena alongside the prosperity I had at the time.

Having a really distinctive set of former cognition and an engaging set of nerd cognition that I was capable to spit out in a fun way — that launched us.

3. I went off-road alongside the visitant experience

I treated all sole visitant akin they'd go inform 10 people, since in this endeavor sphere, they do. That term of mouth affirmative liberated hunt traffic is our entire motor — no investors, no loans, fair being findable and good.

I can't remain scripted tours so we don't do scripts — those are one stage distant from AI giving a tour. We discover out anywhere group are from, and afterward we modify that tour to them according to what their interests are, following getting to cognize them in the archetypal 30 minutes of the tour.

Like if I citation George Jones and person says, "I affection him," afterward we'll go into a honky tonk fair for that customer. Half these honky-tonks have historic things on the partition that are practically museum pieces.

Nudie's Honky Tonk has Elvis Presley's coat in it; Tootsie's has Loretta Lynn's garment in a dirty example on a dirty wall. So we'll be like, "Hey, let me display you this genuine quick."

We get that association quickly alongside guests whenever we provision that small bit of a particular feeling. Then all of a sudden, it's not fair a tour — it's a rearward the scenes pass.

I affection being an entrepreneur

Every job I've had before this makes me value what I'm doing as an entrepreneur equal more. I've done so many insane things in my 20s, and one item I got out of it is a firmer understanding of how to value things now.

"It took me 36 years to discover a job I liked, and I had to create it myself," he says. Landon Edwards for BI

I desire to have fun. I've had genuine jobs — they suck. I akin this one. It took me 36 years to discover a job I liked, and I had to create it myself.

You peruse all these books concerning the function of passion, and I continually idea that was all b.s. until I lived it. Passion kept me going whenever I was making $40 on a Saturday and I was ecstatic concerning it — it was the sheer happiness of doing item I loved.

I chose to study in China over a US college. Here's how I stayed plugged into Silicon Valley.

support@mycoding.id (Aditi Bharade) — Wed, 07 Oct 2026 09:21:42 +0700

William Chen, the cofounder of Sapient Intelligence, said concerning how he got the finest of the two worlds during studying in China. Sapient Intelligence

This as-told-to composition is according to a conversation alongside William Chen, the 26-year-old cofounder of Sapient Intelligence, a Singapore-based AI lab construction AGI. It has been edited for dimension and clarity.

I grew up in Shenzhen, China, a extremely contemporary city.

I moved to Michigan for elevated school, anywhere I worked on a lot of robotics-related projects. I'd continually dreamt concerning becoming an inventor whenever I was a kid, and have continually been extremely curious in designing stuff.

I met my cofounder, Guan Wang, in elevated school. We worked on a lot of projects together connected to robotics and autonomous driving, and we were getting increasingly curious in AI before college.

When it came period to use to college, I received offers from schools in the US, specified as Georgia Tech and Carnegie Mellon, as fine as Tsinghua University in Beijing.

Why I chose China for college

China has a position for being hyper-focused on grades and tests. Chinese students enter university through the rivalrous Gao Kao university entrance exam, which gives them the momentum to keep pushing academically.

I was small concerned concerning grades, as I wanted to build a startup. So, that made me concerned concerning whether university in China would be a fine idea.

Before accepting the offer, I went to scout Tsinghua and knocked on the doors of multiple professors there.

We talked concerning doing investigation together, and to my surprise, it was not what I initially assumed it would be like. It was extremely open, and they had awesome infrastructure there to assistance pupil entrepreneurs.

The university additionally offered me a scholarship. So, taking it all into consideration, I chose Tsinghua University to study mechanical engineering, alongside alongside Guan.

How I kept one ft in the US

But I didn't desire to be detached from the tech environment in the US. My answer to this was to tap my elevated academy allies in the US.

In 2019, I took a 20-day trip during my winter interrupt to the US, shadowing my elevated academy allies who were attending colleges throughout the country, from east to west. I stayed alongside all companion for two to three days, exactly sleeping in their dorm area if it was a guy, or in a nearby inn if it was a girl.

I started at MIT, afterward drove to Columbia University in New York, afterward to Carnegie Mellon, the University of Pennsylvania, and eventually the University of Michigan. Then I took a escape to the West Coast to sojourn USC, UCLA, Stanford, and Berkeley.

I attended their classes alongside them, learned concerning their clubs, and learned how they do research. I not lone caught up alongside my allies but additionally met several of their professors and chatted concerning existence and the forthcoming of robotics.

It helped me to vibe inspect and see, "Hey, is there item they're doing differently?"

Now, several of my allies are startup founders too, and I have connections all complete the place. We motionless have a extremely tight relationship.

Building Sapient

After graduating from Tsinghua University, Guan and I founded Sapient Intelligence, an artificial broad intelligence lab, in Singapore in 2024.

We're construction latent-space AI models that can resolve complex problems much faster than existing AI models, and which are additional cost-efficient. Our latest product, Praxist, is an autonomous investigation tool that helps companies accelerate their research.

We're a squad of 50 group now, dispersed throughout Singapore, Beijing, and Palo Alto.

I tried to stop being anxious about money. It completely backfired.

support@mycoding.id (Noah Sheidlower) — Wed, 07 Oct 2026 09:07:01 +0700

Getty Images; Alyssa Powell/BI

Gen Z is preservation and investing before than ever. So why are we so impaired by prosperity fears?

Getty Images; Alyssa Powell/BI

Gen Z is afraid.

AI volition obtain complete their job. They'll never buy a house. They'll go bankrupt caring for their parents. They're being remaining rearward by their peers. They'll never retire.

Gen Z is additionally in beautiful fine shape.

They're investing earlier than former generations, starting at 19 on average and six years earlier than millennials. A latest Vanguard study established that 47% of Gen Z workers are positioned to quit successfully, compared to 40% of baby boomers, according to Vanguard's inspection of authorities data. The St. Louis Fed estimates that millennial and older Gen Z households had, on average, 35% additional wealth, adjusted for inflation, than boomers did at that age, and younger Zoomers may be on gait to equivalent that trend.

Despite the decent footing, Gen Z — currently ages 14 to 29 — can't tremble the emotion that item is off. Call it a individual financial vibecession. And it's beautiful widespread: Over the former few months, I've spoken to dozens of younger Americans who laid out their deep-seated financial fears. I additionally have cognition alongside the issue myself: As a 25-year-old newsman and part-time trivia writer, I've been impaired by prosperity worries, notwithstanding my rabid dedication to saving.

Throughout college, I worked three jobs at a time. I saved all receipt during my elder twelvemonth internship. I would expend $14 on groceries, intending that, affirmative liberated agency meals, to final me a week or more. I was grateful to have the chance to save, as my parents helped pay for my steeply discounted tuition. By 2023, I had surpassed my savings milestone of $100,000, a figure I had targeted for years, and secured a full-time job — but I couldn't let myself bask it. The next $100,000 seemed additional important. Without it, I wouldn't awareness secure. Over the former year, I've vowed to get improved at enjoying my difficult work. Still, I haven't shaken the inner sound telling me that I'm falling behind. I motionless awareness blameworthy whenever I create any unnecessary purchase.

There are fine reasons for my generation to be concerned. In the five years since 2020, Zillow data shows that residence prices have jumped complete 45% nationwide on average. Inflation-adjusted expenses of learning and childcare have risen. Today's job market is additional rivalrous for entry-level jobs and, in many industries, increasingly reliant on specialized skills. There are additionally reasons for optimism, including before funds and investing, opportunities for flank hustles, and rising wages.

So why does it appear akin most group my age think they'll never retire? Why do my high-earning allies awareness akin they'll never be successful? Why do I awareness akin I can't "live"?

In my conversations alongside two dozen Gen Z workers, older Americans, and financial experts for this article, the agreement was that the expectations placed on younger group have been inflated by social media, leaving high-achieving young group emotion as although they volition never be enough. But there's additional to the story. Our expectations of ourselves are frequently too high, and we should all search out moments, equal if fleeting, to commemorate ourselves.

While prosperity anxiety isn't a distinctive affliction among younger people, the so-called "anxious generation" has in many ways earned the moniker. Recent Edward Jones study data display that lone 5% of Gen Z respondents felt "financially fulfilled," defined as the item at which finances align alongside their values and goals. Beyond money, the American Psychological Association has additionally shown that younger Americans study higher emphasis levels than their older counterparts, alongside several experts citing stressors akin inflation, COVID after-effects, and healthcare challenges. Almost everyone I conversation to in my generation feels the likelihood are stacked against them to several degree.

Money anxiety is frequently acute among higher earners, many of whom are battling manner creep, living in costly areas, and paying off pupil debt from advanced degrees. Higher earners additionally frequently have outsize expectations of what it method to be successful. While several inform me achievement comes from operating a job they affection and having the financial method to bask life, others say achievement method starting a company, earning norm deviations complete average, or entering the C-suite before 30.

Emma Irwin, 27, graduated from university in three years, afterward bounced about lower-cost-of-living cities as she built her occupation in brand marketing. Now in Minneapolis, she earns nearly six figures but feels she's living paycheck to paycheck. She adds that expanding market costs, common moves, and hobbies have made her awareness uneasy, notwithstanding emotion emotionally fulfilled. Despite contributing to a 401(k) and Roth IRA, she worries she may never quit comfortably.

"I have this pipe aspiration of having a ranch sanctuary in the Hudson Valley, as all benevolent of millennial does, but that expenses a bazillion dollars too, so that's likely unlikely," Irwin says.

Sonya Lutter, director of financial health and health at Texas Tech, says it's extremely average for higher earners to cognition serious force to save. Some higher earners I said to say their emphasis shifted years ago from essential endurance to manner care and asset preservation, fueling a need to suspend on to all dollar they have. A few acknowledge to having several form of prosperity dysmorphia, in which higher earners awareness bankrupt compared to others making much more. Lutter says it frequently takes a wake-up call to stage rear and create a "values bull's-eye" of what group cherish most in their lives.

"It's a actuality of adjusting current and forthcoming goals and expectations to align additional authentically alongside who I am as a person," Lutter says.

Then there are the millions of Gen Zers who have fallen rearward financially. The unemployment charge for latest university graduates is concerning 5.6%, compared alongside 4.2% for all workers, and the underemployment charge (those operating in jobs that don't necessitate a four-year bachelor's degree) is 42%, compared alongside 33.7% for all university graduates. A latest Bank of America study established that 43% of Gen Z reported not being on track to commencement actively preservation for withdrawal in the next five years, during 55% stated they lacked three months' value of emergency savings. Financial concerns have pushed nearly three-fourths of Gen Z adults to postpone at smallest one important existence milestone, according to a study from Northwestern Mutual.

Maria Aldrich, 26, who lives in a small town in upstate New York, couldn't discover a stable job applying her major, so she became a full-time author during paying downward complete $100,000 in student loans. She describes her financial mindset as "surviving" and, until recently, earned between $1,000 and $4,000 a month. She knew she would have to repay her loans, but she suspects older generations may not grasp the "crippling environment" Gen Zers face.

"I'm seeking a awareness of normalcy by having withdrawal funds and benefits," Aldrich says. "I awareness caught in this really weird dancing of period correct now."

Covering individual backing for my job and motionless struggling alongside prosperity anxiety … gives me anxiety. I cognize additional concerning managing prosperity than most of my peers, yet sometimes it's unattainable to use those lessons.

In fact, much of my anxiety has been fueled by my work. Last year, I interviewed 200 group who were past 80, many of whom were operating in residence construction, pulling night shifts as nurses, or sacrificing their health to pay the bills. Most worked uninterrupted for decades, lived frugally, and invested in their long-term care. This year, I've continued to discussion scores of older Americans navigating difficult financial situations, including grandparents raising grandchildren and group shelling out six figures on long-term care. After hearing narrative following story, I grew additional jittery.

Ambitious Gen Zers inform me they're continually bombarded alongside individual backing satisfied on social media. There's continually a new scheme for preservation an additional $10, a new credit cardstock hack to accumulate additional points, or a new TikToker making them awareness blameworthy for not being savvier. Some accepted the whirlwind of frequently contradictory direction has made it unattainable to "set it and ignore it." It additionally makes mundane decisions crippling: It's harder to click "buy" on a $200 achievement ticket whenever you cognize that prosperity could develop to $5,000 if invested correctly. That additional $50 I preserve by purchasing used apparel alternatively of new ones could compound complete the years into a aspiration withdrawal vacation.

And fair as our net habits can add to the emotion of pressure, they can additionally provision young group alongside a generational scapegoat: boomers. It's uncomplicated to item out that older generations have benefited from rising asset values or defined-benefit pensions. Gen Zers contend that boomers "pulled up the ladder rearward them" following accumulating enormous wealth. This thinking can be counterproductive. Criticizing your 60-year-old chief for not retiring, or generalizing all 70-year-olds as wealthy, does small to boost your funds document balance.

The fact is, you can't difference generations "because all one of them has informed things inside their financial foreground that is causing the behaviors they have and their idea patterns alongside money," says Jade Warshaw, co-host of the investing podcast The Ramsey Show. "My mom informed cost increase from the '70s, oil embargoes, and genuine asset in the '80s alongside 18% involvement rates."

I've realized that if learning additional concerning individual backing has heightened my anxiety, forgetting it and enjoying existence is the solution. It's a stance I cognize that many Gen Zers can't completely obtain to heart. Some must grind to have any semblance of financial stability. Many have made financial mistakes, visage the shame of unemployment, or gaze in ache at their pupil debt. It's crucial to be cognizant of the broad assortment of experiences — there are additional than 71 myriad Gen Zers in the US alone. As Lutter at Texas Tech tells me, it's harmful to collection a generation into "one neat small box."

After years of financial anxiety, Mikala Moorech, 28, hired a financial coach to assistance her navigate long-term goals, specified as purchasing a house. Moorech makes low six figures in Philadelphia and is paying downward nearly $100,000 in debt during contributing as much as she can to retirement. She says it's been therapeutic to have person guide her through financial decisions and has made her awareness additional secure, stated the financial disagreements she's had alongside her parents.

"My dad, a brace of years ago, was like, 'You're making X amount. You have to be capable to oversee a house.' I told him that it's not fairly that simple," Moorech says.

For my part, I've constricted my financial doomscrolling, set limits on LinkedIn stalking, rotate into additional open concerning prosperity alongside friends, and started to rationalize payments small often. Whereas final twelvemonth I would validate dining out if I earned an additional $50 from trivia writing, I've tried to halt thinking of everything as transactional. I don't think I'll always rid myself of the painstaking financial calculations that have governed my life, but I see a way forward.

Last December, during traversing the rainy streets of Tokyo, I opened my financial institution document to see how much I'd spent that week. My bosom raced as I saw the dollar amount, but I knew it was motionless inside my budget. So at the ramen eatery I went to that day, I close off my inner monologue, opened the menu, and ordered the most costly bowl.

Business Insider's Discourse stories provision perspectives on the day's most pressing issues, informed by analysis, reporting, and expertise.

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Noah Sheidlower is a elder economics newsman alongside Business Insider. He covers retirement, aging, age tech, and occupation trends.Noah reported a monthslong, award-winning sequence called 80 Over 80 concerning what operating at 80 and older looks like. The 300-interview sequence includes complete a dozen features and chronicles the lives of group akin an 81-year-old Home Depot employee battling bosom failure, a 93-year-old female searching for a job, and an 85-year-old bus controller who died at work.In 2024, Noah led a 17-story retirement series on the regrets older Americans have concerning their lives. He has additionally reported on how Americans have navigated unemployment, what compels Americans to move, and how bulk deportations could effect the economy. He has appeared on SiriusXM Business Radio, Vox, and CBS News to conversation his reporting.Noah received his Bachelor's in Sociology and English from Columbia University. Noah has covered the eatery industry, transportation, retail, and markets for CNBC, NBC News, CNN, and The Atlanta Journal-Constitution.

This map shows which states are paying for OpenAI vs Anthropic — and there's a clear winner

support@mycoding.id (Henry Chandonnet) — Wed, 07 Oct 2026 09:03:01 +0700

Sam Altman and Dario Amodei guide OpenAI and Anthropic, respectively. Heather Diehl/Getty Images; Bloomberg/Getty Images

OpenAI and Anthropic are duking it out. One business dominates state-by-state spending.

YipitData collected AI spending data from person credit and debit cards between June and August. The data, which Andreessen Horowitz archetypal published Monday in its "Top 100 Gen AI Consumer Apps" report, shows OpenAI alongside a important lead.

People spent additional on OpenAI products than on Anthropic's in 47 states, Yipit found. The lone states anywhere Claude led in spending were Massachusetts, Montana, and California.

Anthropic additionally led OpenAI spending in Washington, DC.

OpenAI owned at smallest 70% of spending in eight states. Delaware leaned difficult for OpenAI at 82%; the another states to attain that threshold were Alaska (74%), Kentucky (71%), Louisiana (71%), Mississippi (77%), North Dakota (71%), New Mexico (70%), and West Virginia (72%).

The map isn't a ideal proxy for person AI preferences. In measuring spending, the map excludes liberated users of ChatGPT and Claude. It's additionally a state-by-state comparison, item that can be tricky whenever community levels differ so broadly. Indeed, the biggest province by community (California) swung toward the losing business (Anthropic).

The map additionally doesn't contain other, additional consumer-facing AI companies. Meta has lately been scoring big alongside customers through its AI agent, Muse. Many mundane tech users engage alongside Gemini, gratitude to its native integration in Google products.

Still, the map is one indication that ChatGPT motionless reigns supreme. It was the archetypal participant in the chatbot race, and the name many motionless affiliate alongside AI.

ChatGPT and Claude have their differences. Two 2025 studies established that ChatGPT is improved suited to augmentation, during Claude is improved suited to automation. ChatGPT is additionally the lone of the two chatbots alongside image-generation capabilities.

Still, ChatGPT may not be OpenAI's most crucial product. That crown goes to Codex, the company's AI coding tool.

Samsung’s Rotating-Bezel Galaxy Watch 8 Classic Is $160 Off for October Prime Day

support@mycoding.id (Pradershika Sharma) — Wed, 07 Oct 2026 08:32:03 +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.

Amazon’s October Prime Day transaction is in complete swing, and the Samsung Galaxy Watch 8 Classic (46mm, LTE) is downward to $389.99 from $549.99, a $160 discount and its lowest cost to date, according to price trackers. That's motionless $90 additional than the 44mm LTE type of the norm Galaxy Watch 8—even during these smartwatches portion most of their center features, including Google Gemini, sleep coaching, and Galaxy AI-powered operating plans that can assistance you prepared for item from a 5K to a marathon.

Samsung Galaxy Watch 8 Classic (46mm, LTE)

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What you’re paying additional for alongside the Classic is chiefly its improved power division existence (49 hours in PCMag's testing, anywhere the basis example needs a accusation all day) and additional premium hardware, particularly the stainless-steel case and bodily rotating bezel (last seen on the Galaxy Watch 6 Classic), which lets you scroll through menus and notifications without continually swiping throughout the screen. The Watch 8 Classic comes in a sole 46mm size alongside Samsung’s five-core Exynos W1000 processor, 2GB of memory, and 64GB of retention (twice that of the basis Watch 8).

What do you think so far?

It’s additionally built for additional than mundane wear, alongside IP68 powder and h2o resistance, a 5ATM rating, and MIL-STD-810H certification for ecological stresses specified as heat changes, vibration, and shock. As for its health and fitness features, it covers GPS, bosom charge tracking (which is reportedly accurate, according to PCMag), lifeblood oxygen, temperature, and ECG monitoring—all during LTE lets you obtain calls alongside your phone remaining at home. That said, the biggest capture is compatibility, since the observe needs an Android 12 or afterward phone alongside additional than 1.5GB of memory. Also, Samsung keeps motion controls, AI insights, and snoring finding exclusive to its own phones.

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Pradershika Sharma is a tech deals author for Lifehacker.

Whirlpool: Intern Sales Interview Guide

support@mycoding.id (Board Infinity) — Wed, 07 Oct 2026 08:13:28 +0700

The Intern Sales function at Whirlpool connects merchandise demand, retailing execution, conduit health, and person durable category growth. The function matters since refrigerators, washing machines, air conditioners, microwaves, and galley appliances need powerful visibility, availability, retailer confidence, and local market implementation to change shopper intent into sales.

This guide is built for MBA Marketing and Sales students preparing for Whirlpool Intern Sales interviews. It covers the role, skills, responsibilities, competencies, discussion process, role-specific questions, case areas, a 4-week plan, and realistic occupation paths in person durable sales.

1. About the Intern Sales Role

An Intern Sales applicant at Whirlpool is expected to comprehend how revenue targets are converted into outlet-level actions. The activity may affect tracking retailing performance, identifying slow-moving stock, supporting provider or retailer conversations, studying rivalrous offers, and recommending actions that enhance sell-out, visibility, and partner confidence.

The function sits near to site revenue teams and may engage alongside commerce sales, contemporary trade, key document management, retailing marketing, and revenue operations. Whirlpool India presents its person appliance categories through its authoritative Whirlpool India website, which is helpful for understanding merchandise lines before the interview.

2. Required Skills and Qualifications

Educational Qualifications

Skills Overview

3. Day-to-Day Responsibilities

A representative week may merge market visits, revenue reviews, data analysis, retailer conversations, and inner updates. The strongest interns nexus spreadsheet patterns alongside what is happening inner stores, dealer counters, and local revenue meetings.

Track Retail Metrics

You may difference sell-in and sell-out trends, inspect inventory rotation, assessment outlet-wise performance, and emblem stores anywhere conversion is feeble notwithstanding fine footfall. For example, an outlet may have powerful refrigerator enquiries but low closure since competitor financing is additional appealing or the preferred example is unavailable.

Support Channel Partners

You may collect feedback from dealers and distributors on inventory availability, assistance concerns, pricing, schemes, and local competitor pressure. The applicable project is to change scattered feedback into organized themes, specified as missing fast-moving washing device stock, delayed demo support, or low awareness of a new toggle offer.

Study Store Execution

In contemporary commerce or retailing promotion projects, you may detect display quality, promoter throw consistency, point-of-sale matter placement, and competitor visibility. A helpful intern does not lone say that a shop display is weak, but explains whether the matter is area allocation, merchandise mix, pricing communication, or personnel training.

Analyse Competitor Moves

You may document competitor discounts, toggle schemes, financing options, display share, and merchandise claims throughout retailing outlets. The goal is not to create a lengthy competitor list, but to acknowledge which competitor act is affecting conversion and what Whirlpool can do through visibility, revenue pitch, inventory mix, or local run support.

Prepare Business Updates

You may create weekly summaries for site managers using outlet observations, revenue trackers, and act status. The value is in clarity: what changed, anywhere the gap is, what the apt logic is, and what should happen next. Strong updates distinct facts, assumptions, and recommendations.

Coordinate Campaign Inputs

For retailing promotion projects, you may assistance align merchandise availability, shop communication, and site preparedness before a run goes live. For example, before a festive refrigerator push, the intern may inspect whether precedence stores have the correct models, recommendation communication, trained promoters, and a uncomplicated escalation path for inventory issues.

4. Key Competencies for Success

High performers in this function display business curiosity, regard for site realities, and the site to rotate messy market inputs into usable action. Whirlpool values specified as integrity, respect, inclusion, collaboration, and winning soul should display through applicable examples fairly than slogans.

5. Interview Process at Whirlpool

For an MBA revenue internship in person durables, prepared for a campus-driven procedure that tests endeavor awareness, communication, comfort alongside site realities, and organized case thinking. Expect interviewers to investigation whether you can nexus appliance categories, conduit partners, retailing execution, and measurable revenue outcomes.

Application and Shortlisting

The shortlist normally depends on scholarly profile, MBA specialisation, revenue or promotion exposure, internships, live projects, competitions, and resume clarity. A powerful resume should display measurable activity specified as outlet audits completed, campaigns analysed, leads converted, surveys run, dashboards built, or income opportunities identified.

Business Discussion or Group Exercise

Some evidence processes for revenue roles contain a discussion, abbreviated case, or market topic round. The appraisal is normally communication clarity, listening, prioritisation, and capability to create a applicable argument. Topics may affect person durables, festive demand, e-commerce pressure, dealer motivation, or premiumisation in appliances.

Functional Sales Interview

This circular tests conduit knowledge, retailing metrics, merchandise awareness, stakeholder handling, and comfort alongside market visits. Interviewers may ask how you would addition washing device revenue in a territory, enhance contemporary commerce conversion, grip a dealer complaint, or analyze mediocre sell-out notwithstanding elevated inventory availability.

Case or Situation Round

A revenue case may ask you to diagnose underperformance in a region, scheme a retailing activation, prioritise accounts, or react to competitor discounting. Use a organized approach: define the objective, section the issue, acknowledge data needed, propose actions, and explain how achievement volition be measured.

HR and Culture Fit

The final conversation normally checks motivation, mobility, ethics, learning mindset, and comfort alongside site revenue work. Prepare keen answers for why person durables, why Whirlpool, why sales, and how you have handled rejection, ambiguity, pressure, or disagreement in a squad setting.

Candidates frequently endure marks whenever they conversation concerning revenue lone as persuasion. For Whirlpool Intern Sales, display that revenue additionally method retailing diagnosis, conduit economics, inventory visibility, data-backed follow-up, and respectful partner management.

6. Interview Questions

Use STAR for behavioural answers, matter trees for revenue cases, and uncomplicated metric walkthroughs for numerical questions. Whirlpool interviewers volition value applicable judgement: what you observed, how you diagnosed the problem, what act you recommended, and how you measured whether it worked.

Behavioral and Company-Fit Questions

Role-Specific Sales Questions

Product, Market, and Case Questions

7. Topics and Areas of Focus

Preparation should concentration on person durable sales, conduit behaviour, site execution, and endeavor issue solving. The discussion is small concerning textbook promotion definitions and additional concerning whether you can diagnose an outlet-level revenue issue and propose applicable action.

8. Preparation Plan

Freshers: concentration on conceptual degree and organized answer frameworks specified as STAR and MECE. Experienced candidates: prepared 3-5 particular effect stories from former roles, since Whirlpool interviewers investigation for measurable outcomes and ownership, not fair responsibilities.

Week 1

Company and Category

Understand Whirlpool products, person durable channels, and Indian appliance purchasing triggers.

Week 2

Sales Tools

Practise retailing metrics, outlet diagnosis, conduit structures, and uncomplicated Excel trackers.

Week 3

Cases and Stories

Build STAR stories and resolve revenue cases alongside apparent recommendations and metrics.

Week 4

Mock and Refine

Run timed imitate interviews, assessment feeble answers, and sharpen Whirlpool-specific examples.

Pre-Interview Checklist

9. Career Growth and Next Roles

An Intern Sales function can rotate into a powerful starting item for person durable careers since it builds site judgement early. Progress depends on endeavor ownership, mobility, analytical discipline, partner handling, and the capability to change market learning into measurable revenue action.

Intern Sales

At this stage, you own a defined project, collect site inputs, analyze retailing data, and current recommendations. To remain out, demonstrate that you can study quickly, regard site teams, construction messy information, and provision a final output that a revenue director can really use.

Area Sales or Management Trainee Role

After graduation and first full-time exposure, the next stage is normally managing a territory, conduit accounts, or category implementation priorities. You must demonstrate outlet safety discipline, revenue assessment ability, partner handling, inventory visibility understanding, and comfort alongside targets throughout distinct markets.

Regional Sales or Key Account Role

With deeper experience, ownership expands to larger income pools, document strategy, run execution, cross-functional coordination, and achievement reviews. The passage requires sharper negotiation, forecasting, squad coordination, document planning, and the capability to balance short-term revenue alongside long-term partner trust.

People Leadership or Sales Strategy

Beyond local ownership, careers may branch into revenue leadership, key document leadership, commerce marketing, revenue operations, or category-linked business strategy. The evidence item becomes your capability to guide teams, power multiple functions, scheme scalable processes, and create decisions using the two market actuality and data.

10. Conclusion

The most crucial preparedness is learning how Whirlpool's revenue activity would perform out inner genuine stores and conduit conversations. Build your answers about retailing problems, merchandise categories, partner expectations, and measurable act alternatively of giving lone classroom promotion frameworks.

Before the interview, sojourn at smallest one appliance retailer and detect how refrigerators, washing machines, air conditioners, and microwaves are displayed and sold. Then change those observations into two revenue cases, three STAR stories, and one apparent answer on why Whirlpool Intern Sales fits your MBA goals.

Spend the next 60 minutes construction a one-page Whirlpool revenue prep sheet: merchandise categories, two competitors, five retailing metrics, three STAR stories, and one outlet-improvement case.

Top Tips for Interview Success

Whirlpool: Company Careers and Interview Guide

support@mycoding.id (Board Infinity) — Wed, 07 Oct 2026 08:13:25 +0700

Whirlpool is a home-appliance business that designs, manufactures, markets and services products used in kitchens, laundry rooms and mundane family care. It sits in the person durables and important appliances industry, anywhere merchandise reliability, supply-chain execution, conduit management, assistance norm and brand rely all power client experience. For candidates, Whirlpool is helpful since the endeavor connects engineering, manufacturing, design, retail, after-sales service, digital merchandise features and sustainability choices in one functioning model. A function current may necessitate understanding how a refrigerator, washing device or cooking appliance moves from person understanding to factory planning, retailer placement, facility and assistance support. The business additionally matters since appliance purchases are considered, high-involvement decisions for households. Interview answers should hence display applicable thinking concerning merchandise quality, cost, safety, client assistance and how teams activity throughout markets without treating Whirlpool as lone a person brand.

This guide covers anywhere Whirlpool came from, how it describes its intent and values, and the merchandise areas candidates should comprehend before interviews.

1. Company Overview

About Whirlpool

Whirlpool Corporation is finest understood as a galley and laundry appliance business, not fair a washing-machine brand. Its activity spans merchandise design, manufacturing, brand management, retailing partnerships, logistics, site assistance and person support, which makes it a powerful case study for candidates in operations, sales, marketing, engineering, finance, product, assistance and supply-chain roles.

Company History

For interviews, Whirlpool’s former is most helpful as a narrative of operating-model change: a washer manufacturer became a multi-brand appliance company through renaming, acquisitions, brand enlargement and local restructuring. The sequence below follows Whirlpool’s authoritative business former and highlights the shifts an interviewer may nexus to brand portfolio, integration and earth execution.

1911 Founding

The business began as the Upton Machine Company, focused on electric wringer washers and built about applicable family mechanisation.

1929 Ownership Change

Upton Machine Company merged alongside the Nineteen Hundred Washer Company, creating a larger manufacturing basis for washer production.

1949 Modernisation

The endeavor adopted the Whirlpool Corporation name, making the merchandise brand chief to the company identity.

1955 Growth

Whirlpool expanded beyond laundry by acquiring Seeger Refrigerator Company and adding refrigeration capabilities to its appliance portfolio.

1986 Brand Expansion

The acquisition of KitchenAid strengthened Whirlpool’s stance in premium galley appliances and broadened the brand architecture candidates should recognise.

2006 Portfolio Growth

Whirlpool completed the acquisition of Maytag, adding established appliance names specified as Maytag, JennAir and Amana to the wider portfolio.

2014 International Expansion

The acquisition of a bulk interest in Indesit expanded Whirlpool’s European appliance footprint and added another integration division to its history.

2024 Operating Model

Whirlpool completed a transaction alongside Arçelik to create Beko Europe B.V., a alter that shifted how its European important family appliance endeavor is organized (Whirlpool, 2024).

2. Mission, Vision & Values

Mission

Whirlpool’s community company tongue foregrounds its purpose, “improving existence at home,” fairly than a distinct goal line; use that intent tongue carefully and do not relabel it as a goal declaration in an interview.

Vision

💡

"Be the finest galley and laundry company, in changeless chase of improving existence at home."

Whirlpool presents this as its company imagination on its authoritative business pages; use it to nexus your examples to kitchen, laundry and home-life outcomes fairly than to generic consumer-goods tongue (Whirlpool business page).

Core Values

Whirlpool publishes these as its enduring value labels; the array keeps the authoritative wording exactly as presented by the company.

Prepare discussion stories against this exact list: for example, use one narrative for integrity under pressure, one for cross-functional collaboration under One Whirlpool, and one for measurable ownership under Spirit of Winning.

3. Products and Services

Whirlpool’s offering is centred on important family appliances and the services that keep those products helpful following purchase. That makes the business applicable for candidates in manufacturing, merchandise quality, category management, retailing sales, assistance operations, person marketing, provision chain, analytics and digital merchandise support.

Laundry appliances This covers washing machines, dryers and connected fabric-care products, anywhere candidates should think concerning cleanse performance, energy use, h2o use, durability, facility constraints and serviceability.
Refrigeration and food preservation This includes refrigerators, freezers and connected cooling formats, alongside applicable discussion angles about compressor reliability, retention design, heat control, after-sales assistance and family use patterns.
Cooking appliances Whirlpool’s galley portfolio includes products specified as ovens, cooktops, ranges and microwaves, so applicable roles may affect safety standards, scheme for cleaning, warmth performance, conduit learning and premium versus mass-market positioning.
Dishwashing appliances Dishwashers nexus merchandise engineering alongside changing family habits, making them helpful examples for discussions on person adoption, h2o efficiency, detergent compatibility, facility and post-purchase support.
Premium and expert galley brands Brands specified as KitchenAid and JennAir sit inside Whirlpool Corporation’s wider brand portfolio, giving candidates a way to conversation segmentation, premium positioning, design-led differentiation and portfolio management.
After-sales assistance and parts support Appliance ownership depends on installation, repairs, spare parts, warranties and customer-care processes, so assistance norm is a center part of the merchandise cognition fairly than a distinct back-office activity.
Connected appliance experiences Smart features, app-enabled controls and diagnostics add a digital tier to bodily appliances, creating function relevance for merchandise managers, application teams, data analysts, client assistance teams and assistance planners.

4. Key Competitors of Whirlpool

Whirlpool competes in the person durables and home-appliance market, particularly throughout refrigerators, washing machines, air conditioners, microwaves and built-in galley appliances. Competition is not lone concerning size; it runs on merchandise reliability, energy efficiency, pricing, dealer reach, after-sales service, financing offers, astute features and brand rely during high-consideration purchases.

LG Electronics

Consumer electronics and home-appliance manufacturer

Competes on: refrigerators, washing machines, air conditioners, microwaves, premium features, energy effectiveness and astute appliance positioning.

Position: Strong premium-to-mass brand alongside broad retailing visibility and a technology-led appliance image.

Samsung

Consumer innovation brand alongside appliances and connected devices

Competes on: refrigerators, washing machines, air conditioners, microwave ovens, design, astute connectivity and festival-season retailing offers.

Position: Strong in feature-rich, design-led appliances and benefits from wider ecosystem recall throughout mobiles, TVs and electronics.

Haier

Home-appliance manufacturer focused on refrigerators, laundry and cooling

Competes on: refrigerators, washing machines, air conditioners, merchandise innovation, accessible pricing and expanding offline distribution.

Position: Challenger brand alongside powerful appliance depth, frequently competing aggressively on value-for-money and differentiated formats.

Godrej Appliances

Indian appliance brand throughout cooling, laundry and galley categories

Competes on: refrigerators, washing machines, air conditioners, brand familiarity, serviceability and mid-market pricing.

Position: Trusted family competitor alongside powerful relevance among value-conscious households and buyers who favor established Indian brands.

Voltas Beko

Appliance joint-venture brand spanning cooling, laundry and galley products

Competes on: refrigerators, washing machines, dishwashers, microwaves, air conditioners and dealer-led appliance bundles.

Position: Benefits from Voltas recall in cooling and Beko’s appliance portfolio, making it applicable in the two AC-led and kitchen-appliance comparisons.

Bosch Home Appliances

Premium home-appliance brand focused on achievement and build quality

Competes on: front-load washing machines, dishwashers, refrigerators, built-in appliances, durability and premium galley positioning.

Position: Stronger in premium and expert appliance decisions anywhere buyers prioritise engineering, quiescent procedure and long-term reliability.

In an interview, construction your rivalrous inspection by comparing Whirlpool against rivals on category overlap, cost tier, allocation strength, assistance experience, innovation, energy effectiveness and buyer section fairly than treating “who is bigger” as the complete answer.

For Whirlpool, CSR is closely connected to the appliance business: energy use, h2o use, merchandise lifecycle, manufacturing duty and the mundane safety of homes all power how the business is judged beyond sales. Whirlpool Corporation discusses sustainability through products, operations and communities on its authoritative sustainability page, so candidates should nexus CSR answers to applicable family effect fairly than generic charity.

Before naming a particular CSR program in an interview, verify the latest business communication or annual study so that your example is current and accurately named.

⚡

Energy-Efficient Homes

Appliance makers are expected to decrease energy use through improved merchandise design, client learning and liable innovation.

💧

Water Stewardship

Laundry and galley appliances create h2o effectiveness a natural CSR-adjacent theme for merchandise teams, assistance teams and manufacturing sites.

♻

Waste and Circularity

Packaging choices, repairability, recycling and liable disposal matter since refrigerators, washing machines and another durable appliances have lengthy existence cycles.

🛠

Safety and Quality

For this business, social duty additionally shows up in harmless design, dependable after-sales assistance and apparent client direction for mundane family use.

🎓

Skills and Employability

Manufacturing and assistance ecosystems create natural opportunities about vocational skills, technician capability and employability support.

🏡

Community Resilience

Factory locations, assistance networks and person communities create local welfare, emergency assistance and liable neighbourhood involvement applicable themes.

6. Interview Process & Selection Rounds

Whirlpool hiring normally follows a applicable company structure: use screening, recruiter or HR discussion, functional assessment, director interviews and final recommendation conversation. The degree changes by function: revenue and promotion roles may test market judgement and conduit understanding, factory and engineering roles may contain sharper specialized or operations evaluation, and company roles may concentration additional on stakeholder handling, controls and decision quality.

Seniority additionally changes the process. Freshers are normally assessed for learning capability and communication, during informed candidates should anticipate deeper conversation on ownership, measurable outcomes, cross-functional power and how they handled trade-offs.

Application and Resume Screening

Recruiters inspect function fit, education, applicable experience, location penchant and stability. For sales, the concentration may be district visibility and conduit experience; for engineering or manufacturing, it may be domain projects, factory exposure, safety inclination and problem-solving evidence.

Recruiter or HR Discussion

This circular checks motivation, communication, notice period, compensation fit and essential understanding of Whirlpool. Freshers should explain why person durables involvement them, during informed candidates have to be prepared to summarize their current role, key achievements and logic for moving.

Functional Assessment or Technical Round

The appraisal changes most at this stage. Sales candidates may conversation provider handling or retailing execution, promotion candidates may analyze brand and person choices, engineering candidates may visage merchandise or procedure questions, and backing or provision sequence candidates may be tested on controls, planning, analytics and endeavor judgement.

Hiring Manager Interview

The director checks how you activity day to day, how you grip pressure, and whether your judgement fits the team’s priorities. In site roles, anticipate mark ownership and dealer coordination questions; in plant, product, IT or company roles, anticipate examples of organized issue solving and cross-functional collaboration.

Final Discussion and Offer Fit

Final conversations normally verify alignment on function expectations, location, joining timeline and compensation. Senior candidates may additionally be assessed on guidance style, ethics, stakeholder administration and how they would contribute to Whirlpool’s values in a rivalrous appliance market.

7. Common Interview Questions Across Roles

These are company-fit and general-knowledge questions any Whirlpool applicant can face; role-specific specialized questions pertain in the distinct guide for that role.

General & Company-Fit Questions

8. Required Skills & Tools

Required skills at Whirlpool are not one worldwide checklist; they alter by occupation route, and the array below maps skills to the identical routes used in Career Opportunities.

9. Career Opportunities at Whirlpool

Whirlpool careers are finest understood by functional route: business roles that develop demand, merchandise and engineering roles that enhance appliances, operations roles that run factories and provision chains, assistance roles that defend client trust, and company functions that keep the endeavor controlled. Candidates should equivalent their discussion examples to the path they are applying for, since promotion evidence differs by route: income growth, initiate quality, factory reliability, assistance resolution, or stronger endeavor controls.

Sales & Trade Marketing

This path includes Sales Executive, Territory Sales Officer, Area Sales Manager, Key Account Manager and Trade Marketing Manager roles, anywhere interviewers appearance for provider handling, retailing execution, conduit site and mark ownership. Growth signal: improving sell-out, range preparedness and retailer efficiency without losing authority of collections or scheme discipline.

Marketing & Product Management

This path includes Brand Executive, Assistant Brand Manager, Product Manager, Category Manager and Digital Marketing Manager roles, alongside activity about person insight, merchandise positioning, initiate planning, run implementation and portfolio performance. Growth signal: turning client understanding into launches or campaigns that enhance conversion, mix and repeatable category learning.

Manufacturing & Operations

This path includes Graduate Engineer Trainee, Production Engineer, Maintenance Engineer, Line Supervisor, Shift Incharge and Plant Operations Manager roles, focused on safety, output, downtime reduction, norm activity and uninterrupted improvement. Growth signal: delivering stable manufacturing alongside small defects, safer routines and measurable betterment in row efficiency.

Engineering, R&D & Quality

This path includes Design Engineer, R&D Engineer, Testing Engineer, Quality Engineer, Supplier Quality Engineer and Quality Manager roles, anywhere candidates need problem-solving depth, validation site and cross-functional communication. Growth signal: preventing site failures, decision base causes permanently and assisting new products move from scheme to dependable production.

Supply Chain, Procurement & Planning

This path includes Demand Planner, Supply Planner, Procurement Specialist, Buyer, Warehouse Manager and Logistics Manager roles, covering forecasting, vendor coordination, inventory health, transport and manufacturing support. Growth signal: improving assistance levels and matter preparedness during reducing avoidable stock, expedites and provider disruptions.

Service, Customer Experience & EHS

This path includes Service Engineer, Field Service Executive, Customer Care Executive, Service Manager and EHS Specialist roles, anywhere achievement depends on assessment quality, escalation handling, technician coordination, safety compliance and client communication. Growth signal: reducing reiterate complaints and safety incidents during improving first-time resolution and client confidence.

Finance, IT, HR & Corporate Functions

This path includes Financial Analyst, Commercial Finance Manager, IT Business Analyst, Data Analyst, HR Business Partner, Talent Acquisition Specialist and Legal Counsel roles, supporting decisions, systems, group processes and governance. Growth signal: construction controls, insights or processes that endeavor teams really use to create faster and safer decisions.

10. Future Outlook and Strategic Plan

The timeline shows Whirlpool often moving from merchandise innovation to broader family solutions, afterward into global and India-specific implementation through the milestones already covered above. Today, its direction is finest understood through brand trust, engineering discipline, retailing execution, assistance reliability and changing person expectations.

Consumer-backed merchandise choices

A applicant have to be prepared to explain how appliance decisions commencement from genuine family use cases, specified as refrigerator retention for weekly plant buying in Pune or washing-machine choice during Bengaluru’s monsoon drying constraints.

Portfolio and brand positioning

Be prepared to conversation how Whirlpool can assist distinct cost and manner needs without weakening the brand, from an admission single-door refrigerator for a archetypal residence to built-in cooking choices during a galley renovation.

Retail, ecommerce and assistance experience

A powerful answer maps the entire client journey: dealer comparison, online research, payment, delivery, facility and after-sales support. Use examples specified as a multi-brand shop demo in Indore and a market assessment inspect before a celebration purchase.

Operational norm and liable design

Candidates should nexus merchandise scheme to dependable ownership, including energy-conscious appliances, facility quality, spare-parts preparedness and assistance turnaround. Indian examples contain voltage assortment concerns in smaller towns and water-hardness effects on washing machines.

Culture, collaboration and rivalrous awareness

A applicant should nexus Whirlpool’s authoritative values discussed before to regular behaviour, particularly cross-functional coordination between product, sales, provision sequence and service. Compare category-by-category alongside LG, Samsung, Haier, Bosch, Godrej and IFB fairly than giving a generic competitor answer.

11. Conclusion

Whirlpool sits as a long-running home-appliance business alongside brand acknowledgment throughout cooking, refrigeration, laundry and galley categories. Its direction depends on how fine it converts engineering heritage, conduit strength, assistance reliability and person understanding into mundane products that awareness uncomplicated to buy, use and maintain. For person joining, the chance is applicable fairly than abstract: comprehend the appliance shopper, regard norm and safety, activity throughout functions, and be prepared to difference Whirlpool honestly alongside Samsung, LG, Bosch, Haier, Godrej and IFB in India.

Barclays: Investment Banking Interview Guide

support@mycoding.id (Board Infinity) — Wed, 07 Oct 2026 08:13:23 +0700

Investment Banking operations at Barclays supports the controls, commerce representation, client checks and supervisory reporting that keep markets action accurate, compliant and risk-aware. This function is finest understood as a backing operations and controls role, not a front-office deal-making role.

This guide is for candidates preparing for Barclays interviews in funding banking operations, selling controls, Know Your Customer and hazard supervision roles. It covers the function scope, required skills, discussion process, role-specific questions, specialized concentration areas and a four-week preparedness plan.

1. About the Investment Banking Role

This function helps Barclays keep banking and markets operations clean, controlled and audit-ready. The individual in the function reviews client due diligence, tracks real-time commerce and transaction flows, checks elimination queues, supports authority evaluation and turns operational data into apparent administration data for supervisors.

Day-to-day activity involves coordination alongside operations teams, authority partners, endeavor management, selling supervision stakeholders and governance forums. Candidates who desire a broader understanding of market risk, controls and regulation can additionally study operational challenges and opportunities in funding banking.

2. Required Skills and Qualifications

Educational Qualifications

The hiring conversation is apt to concentration additional on domain understanding, authority site and applicable problem-solving than on a named flat or certification requirement.

Skills Overview

3. Day-to-Day Responsibilities

A representative week blends live monitoring, authority checks, reconciliations, reporting and matter resolution. The function rewards candidates who can remain exact under period force and motionless explain hazard plainly to non-adjacent teams.

Review Client Checks

You analyze client information, ownership details, hazard indicators and required evidence before a case is cleared or escalated. In practice, this method checking whether due diligence is complete, whether Anti-Money Laundering concerns are apparent and whether the document can remain up to inner review.

Monitor Trade Flow

You observe transaction flows, commerce position changes and elimination queues to place items that are delayed, mismatched or incorrectly represented throughout systems. The applicable goal is to forestall downstream breaks in settlement, reporting, supervision or client assistance caused by incomplete operational data.

Resolve Control Issues

You assistance location incidents, recurring problems and procedure changes by identifying base causes, documenting effect and coordinating the fix alongside the correct owners. Strong candidates display they can distinct a one-off handling young female from a genuine authority weakness that needs imperishable remediation.

Reconcile Fees

For cleared derivatives work, you difference fees, merchandise records and handling outputs to detect discrepancies. The function requires careful investigation, since a small interrupt can indication a scheme mapping issue, incorrect booking item or unresolved dependency between operations and backing teams.

Prepare Control Reports

You create periodic administration data for supervision stakeholders, specified as authority status, open issues, sign-off advancement and governance updates. Good reporting is not fair formatting data. It explains what changed, what motionless needs notice and what decision is required from the forum.

Improve Supervision Tools

You contribute feedback on supervisory authority tools, person experience, data norm and procedure design. This can affect evaluation whether a authority captures the correct risk, checking whether a workflow is usable and suggesting changes that create escalation faster and small reliant on manual follow-up.

4. Key Competencies for Success

High performers in this function merge banking merchandise awareness alongside a authority mindset. Barclays additionally expects candidates to indicate its values of Respect, Integrity, Service, Excellence and Stewardship, and its mindset of Empower, Challenge and Drive.

5. Interview Process at Barclays

For backing operations and risk-control roles, anticipate a procedure that tests motivation, precision, banking awareness and circumstance judgement. Prepare for a mix of competency questions, specialized conversation on controls and operations, and case-style problems involving commerce breaks, client due diligence or governance reporting.

Application Screening

Recruiters inspect whether your resume matches operations, risk, finance, banking products, reconciliation, reporting or authority experience. Freshers should emphasize backing coursework, internships, market projects and examples of accuracy-heavy work.

Online Assessment

This circular can measure numerical reasoning, logical interpretation, situational judgement and office behaviour. For this role, practise accuracy under period limits, since the identical site is needed whenever reviewing exceptions, reconciliations and authority reports.

Recruiter Discussion

Expect questions on your background, availability, involvement in Barclays and understanding of funding banking operations. Keep your answer role-specific by explaining why controls, commerce accuracy and regulatory site involvement you.

Technical and Domain Interview

A hiring director or elder operations stakeholder may test Know Your Customer, Anti-Money Laundering, commerce lifecycle, reconciliations, event handling, regulatory controls and administration information. Answers have to be structured, actual and restricted in genuine operational consequences.

Business and Fit Round

The final conversation normally checks judgement, communication, accountability and fit alongside Barclays values. Prepare examples anywhere you challenged a feeble procedure respectfully, owned an error or brought multiple teams to the identical fact base.

Candidates frequently neglect whenever they depict this as a front-office agreement implementation function and disregard the operations, controls, supervision and regulatory focus. Show that you comprehend the function protects commerce accuracy, governance norm and hazard control.

6. Interview Questions

Use STAR for behavioural answers, Situation, Task, Action and Result. For specialized and case questions, province assumptions, distinct facts from risks, explain the authority effect and near alongside a apparent recommendation.

Behavioral and Company-Fit Questions

Technical and Financial Questions

Case-Based and Analytical Questions

7. Topics and Areas of Focus

Preparation should centre on backing operations, operational risk, transaction monitoring and organized communication. The interviewer is apt to reward candidates who can explain controls in uncomplicated tongue and use them to realistic Barclays workflows.

8. Preparation Plan

Freshers: concentration on conceptual degree and organized answer frameworks specified as STAR and MECE. Experienced candidates: prepared 3-5 particular effect stories from former roles, since Barclays interviewers investigation for measurable outcomes and ownership, not fair responsibilities.

Week 1

Role Clarity

Understand Barclays, the operations range and why controls matter.

Week 2

Domain Depth

Revise KYC, commerce lifecycle, reconciliations and controls.

Week 3

Answer Practice

Build STAR stories and practise specialized explanations aloud.

Week 4

Mock Rounds

Simulate technical, case and values-based interviews.

Pre-Interview Checklist

9. Career Growth & Next Roles

Growth in this way normally comes from proving accuracy, hazard judgement, stakeholder confidence and the capability to enhance controls at scale. Candidates who desire a wider perspective of funding banking progression can difference this operations way alongside the occupation way in funding banking from expert to managing director.

Investment Banking Operations Analyst

At this stage, you own assigned queues, reconciliations, checks or reports. To move up, demonstrate that your activity is accurate, your escalations are timely and your records helps others comprehend the matter without repeated clarification.

Senior Analyst or Subject Matter Expert

Around the next growth stage, you are expected to grip complex breaks, advise others and assistance procedure changes. Progress depends on showing stronger merchandise knowledge, sharper judgement and the capability to decrease reiterate issues throughout connected teams.

Assistant Vice President Level

At this level, ownership expands to procedure outcomes, stakeholder forums, authority effectiveness and squad delivery. You must demonstrate that you can power without confusion, oversee hazard throughout a wider community and change operational patterns into betterment plans.

People Leader or Control Specialist

Beyond the mid-career stage, the way can divided into squad guidance or profound specialized authority advisory. Leaders concentration on delivery, coaching and asset allocation, during specialists concentration on example design, assurance issues, regulatory controls and high-impact remediation.

10. Conclusion

The strongest preparedness scheme is to treat this Barclays discussion as an operations, hazard and controls discussion inner an funding banking environment. Show that you can defend accuracy, escalate issues responsibly and change data into governance-ready insight.

Before the interview, practise explaining Client Due Diligence, commerce breaks, fee reconciliation and authority effectiveness in plain English. Then prepared examples anywhere you improved a process, challenged a feeble authority and worked throughout teams without losing ownership.

Create a one-page Barclays discussion panel today alongside your why Barclays answer, four STAR stories, six specialized topics and two case scenarios on commerce exceptions and client due diligence.

Top Tips for Interview Success

For business backdrop before your interview, assessment Barclays: A Comprehensive Guide to a Leading Global Bank.

Infosys: Associate Consultant Interview Guide for SAP Roles

support@mycoding.id (Board Infinity) — Wed, 07 Oct 2026 08:03:35 +0700

The Associate Consultant and Senior Associate Consultant function at Infosys helps consulting teams rotate endeavor problems into operating innovation solutions, particularly in endeavor systems specified as Systems, Applications and Products in Data Processing (SAP). The function matters since clients depend on consultants to map current processes, scheme improved workflows, test solutions and assistance gentle go-lives.

This guide is for MBA, engineering and commerce students preparing for Infosys consulting interviews. It covers function expectations, required skills, discussion rounds, custom questions, concentration areas and a four-week preparedness scheme tailored to SAP consulting and endeavor transformation work.

1. About the Associate Consultant/ Senior Associate Consultant Role

In this role, you assistance endeavor transformation projects from assessment to deployment. You may study how a client currently handles procurement, finance, HR, client assistance or provision sequence processes, afterward assistance translate endeavor needs into functional designs, configurations, test cases, training matter and assistance documents.

Day-to-day activity involves consultants, project managers, client procedure owners, specialized teams, vendors and end users. If you desire to difference nearby consulting tracks, the Infosys Senior Associate Consultant Oracle Practice discussion guide is helpful for understanding how endeavor use consulting questions differ by platform.

2. Required Skills and Qualifications

Educational Qualifications

The function expectations concentration on consulting ability, procedure understanding and endeavor innovation awareness. Candidates should use scholarly projects, internships, case competitions or activity cognition to demonstrate that they can comprehend a endeavor process, construction a issue and communicate a applicable solution.

Skills Overview

3. Day-to-Day Responsibilities

A representative week combines research, documentation, workshops, configuration support, evaluation and follow-ups alongside client or inner teams. The activity is detail-heavy, so powerful consultants keep evidence, assumptions, decisions and open issues plainly documented.

Define Problems

You study endeavor documents, discussion notes, scheme screenshots and accessible data to acknowledge anywhere the current procedure is breaking down. For example, you may difference acquisition command approvals throughout regions, place copy steps and example the issue in a way the project guide can validate alongside the client.

Support Proposals

You collect inputs for attempt estimates, recommendation sections and resolution options. This may affect checking reusable templates, speaking to functional and specialized teams, comparing assumptions and assisting create client-ready matter that is realistic for shipment teams and satisfactory for the customer.

Document Designs

You change endeavor needs into requirements specifications, procedure flows and functional scheme documents. The project is not fair formatting. You must grasp inputs, outputs, validations, person roles, exceptions and controls so that configuration teams and testers can activity without ambiguity.

Build and Test

You may configure procedure settings, assistance evidence of idea work, explain requirements for developers and prepared test cases. During testing, you difference genuine outcomes alongside expected endeavor rules, document defects plainly and assistance the supervisor decide whether the matter is design, data, configuration or person handling.

Manage Go-Live

You assistance alongside deployment checklists, data immigration validation, cutover tracking and person matter resolution. This part requires speed and calm implementation since endeavor users may visage admission errors, missing expert data or incorrect transaction results during the archetypal days following go-live.

Create Reusable Knowledge

You update repositories, create resolution notes, prepared case studies, compose training matter and publish cognition resources under guidance. This matters since ample consulting teams depend on reusable accelerators, norm templates and lessons learned to enhance shipment norm throughout projects.

4. Key Competencies for Success

High performers in this function do not halt at completing assigned documents. They create activity easier for the next person, ask exact questions, nexus endeavor environment alongside scheme behavior and keep client conversations organized equal whenever data is incomplete.

5. Interview Process at Infosys

For consulting roles at ample IT services firms, the procedure normally tests communication, domain understanding, innovation awareness, organized thinking and traditional fit. Prepare for resume discussion, specialized and functional questioning, scenario-based consulting questions and HR evaluation.

Resume and Profile Screening

Recruiters and hiring teams appearance for consulting readiness, endeavor use exposure, procedure knowledge, project activity and communication quality. Your resume should create it uncomplicated to see anywhere you analysed a process, worked alongside data, handled users, created records or contributed to a innovation solution.

Aptitude or Online Assessment

Campus and early-career hiring processes may contain logical reasoning, quantitative ability, verbal capability or endeavor circumstance questions. The goal is to inspect whether you can procedure data quickly, peruse carefully and construction an answer under period pressure.

Technical and Functional Interview

A adviser or director may test SAP awareness, procedure flows, Information Technology Infrastructure Library concepts, evaluation approach, records capability and project examples. Expect follow-up questions that ask how you would grip missing requirements, defects, alter requests or person issues.

Consulting Scenario Discussion

You may obtain a abbreviated client circumstance specified as delayed invoice approvals, unsuccessful data immigration or low person acceptance following deployment. The interviewer evaluates whether you ask clarifying questions, form hypotheses, regard endeavor effect and provision a applicable act plan.

HR and Culture Fit

The final conversation normally checks motivation, flexibility, communication style, teamwork and capability to activity in client-facing environments. Prepare concise answers for why Infosys, why consulting, why endeavor transformation and how you grip learning curves in ample projects.

A common rejection logic is giving tool-heavy answers without endeavor context. For this role, nexus all SAP, evaluation or records item to client effect specified as faster approvals, small errors, cleaner expert data or smoother go-live support.

6. Interview Questions

Use STAR for behavioral answers, MECE for consulting scenarios and step-by-step logic for specialized or functional questions. Infosys interviewers typically reward clarity, client orientation, applicable trade-offs and evidence that you can study endeavor systems quickly.

Behavioral and Company-Fit Questions

SAP Consulting and Enterprise Solution Questions

Case and Client Scenario Questions

7. Topics and Areas of Focus

Preparation should equivalent the work: procedure diagnosis, endeavor use logic, testing, deployment, client communication and organized consulting thinking. Spend additional period on explaining trade-offs than memorising definitions.

8. Preparation Plan

Freshers: concentration on conceptual degree and organized answer frameworks specified as STAR and MECE. Experienced candidates: prepared 3-5 particular effect stories from former roles since Infosys interviewers investigation for measurable outcomes and ownership, not fair responsibilities.

Week 1

Role Foundations

Understand consulting lifecycle, SAP project phases and Infosys function expectations.

Week 2

Core Skills

Practise procedure mapping, requirements writing, evaluation and event diagnosis.

Week 3

Question Practice

Build STAR stories, consulting cases and SAP circumstance answers.

Week 4

Mock Readiness

Run timed mocks, refine feeble areas and polish client-ready communication.

Pre-Interview Checklist

9. Career Growth & Next Roles

Progression in consulting depends on shipment quality, client trust, resolution degree and the capability to own larger workstreams. Early growth comes from becoming dependable in analysis, documentation, evaluation and deployment; afterward growth comes from foremost modules, shaping solutions and managing stakeholders.

Associate Consultant or Senior Associate Consultant

You own investigation tasks, procedure documentation, requirements notes, configuration support, test evidence, training matter and matter analysis. To move up, demonstrate that your activity needs small corrections, your questions are sharper and your outputs assistance elder consultants create faster decisions.

Consultant

At this stage, you commencement owning smaller procedure areas or activity packages. You may run client workshops, outline functional specifications, guide younger squad members and oversee defects through closure. Promotion depends on reliability, stronger domain degree and the capability to explain trade-offs to clients.

Senior Consultant or Module Lead

You own a module, coordinate endeavor users and specialized teams, assessment deliverables and oversee project risks in your area. You need deeper SAP procedure expertise, improved evaluation judgement and the confidence to difficulty feeble requirements before they create shipment issues.

Manager or Solution Specialist

Growth can divided into group guidance or profound expert tracks. Managers grip teams, shipment governance and stakeholder escalation, during specialists build ability in a SAP module, industry procedure or transformation method. Both paths necessitate endeavor credibility and accordant client impact.

10. Conclusion

The strongest preparedness is to demonstrate that you can nexus endeavor procedure ache points alongside applicable endeavor innovation actions. Do not prepared lone definitions. Practise explaining how you would diagnose a problem, document requirements, test the solution, oversee go-live issues and communicate alongside client users.

Before the interview, prepared one complete project narrative from issue definition to outcome and one SAP-style circumstance from assessment to deployment. For platform-specific comparison, the Infosys ServiceNow Practice discussion guide can assistance you see how consulting expectations alter throughout endeavor platforms.

Pick one endeavor procedure today, specified as vendor onboarding or invoice approval, and prepared a two-minute answer covering as-is issues, to-be design, test cases, go-live risks and person training.

Top Tips for Interview Success

Infosys: Associate Consultant Interview Guide for Salesforce CRM

support@mycoding.id (Board Infinity) — Wed, 07 Oct 2026 08:03:34 +0700

The Associate Consultant or Senior Associate Consultant function at Infosys supports Salesforce client association administration transformation work, from understanding a endeavor issue to configuring, evaluation and deploying a operating solution. The function matters since consulting teams depend on this individual to rotate client requirements into usable procedure designs, evidence of concepts, training matter and go-live support.

This guide is built for evidence and early-career candidates preparing for Infosys consulting interviews in Salesforce, client association administration and endeavor haze integration. It covers function expectations, skills, discussion rounds, role-specific questions, preparedness topics, a 4-week study scheme and realistic occupation growth.

1. About the Associate Consultant/ Senior Associate Consultant Role

This function sits at the intersection of endeavor analysis, Salesforce configuration and client delivery. You may investigation the client’s problem, change endeavor needs into functional requirements, build or configure resolution components, assistance testing, prepared training matter and assistance during deployment. The strongest candidates can explain the two the endeavor procedure and the innovation rearward it.

Day to day, the function plant alongside consulting leads, architects, Salesforce developers, testers, client endeavor users, vendors and assistance teams. If you are comparing neighboring phase consulting tracks at Infosys, the Senior Associate Consultant Oracle Practice discussion guide is helpful for understanding how endeavor bundle consulting interviews differ by platform.

2. Required Skills and Qualifications

Educational Qualifications

Skills Overview

3. Day-to-Day Responsibilities

A representative week combines research, necessity clarification, Salesforce configuration, documentation, evaluation and deployment support. The activity is practical: you are expected to comprehend the client’s process, assistance build the accepted resolution and keep supervisors updated alongside apparent evidence.

Problem Research

You assessment accessible procedure documents, client inputs, community data and inner cognition repositories to comprehend anywhere the endeavor issue is coming from. For example, a retailing client may have dilatory grievance resolution since client records are divided throughout systems. Your job is to rotate broad symptoms into apparent issue statements for the consulting lead.

Requirement Detailing

You change endeavor needs into apparent necessity specifications. This can contain person roles, endorsement steps, field-level rules, elimination scenarios, reporting needs and safety expectations. A powerful Associate Consultant does not merely compose what users ask for. They explain the genuine process, acknowledge missing conditions and verify the necessity alongside the supervisor.

Salesforce Configuration

You build or configure parts of the Salesforce resolution using the approved design. This may affect objects, fields, layouts, validation rules, workflows, essential automation, reports or person admission changes. When customisation is needed, you assistance the specialized squad alongside clarifications and test whether the configured procedure matches the intended endeavor outcome.

Testing Support

You prepared test scenarios, execute test cases, grasp screenshots or logs and publish results to the supervisor. The goal is to discover gaps before the client does. For example, if a assistance case escalation regulation fails for precedence customers, you document the condition, expected behaviour, genuine behavior and endeavor effect clearly.

Deployment Readiness

You assistance migration, cutover and go-live activities by checking data issues, person readiness, known defects and deployment steps. The activity requires notice to timing since client operations may be affected. You may additionally assistance endeavor users during first usage, collect issues and coordinate quick fixes alongside specialized squad members.

Knowledge Documentation

You create training notes, procedure repositories, essential recommendation sections, demo scripts, resolution notes and cognition artefacts. This helps forthcoming teams evade repeating the identical analysis. Good records is specific, version-controlled and written for the next user, not fair for the individual who built the solution.

4. Key Competencies for Success

High performers in this function merge consulting construction alongside hands-on phase discipline. Infosys interviewers are apt to value candidates who can communicate clearly, study a client domain fast, document decisions, prosecute procedure and remain calm whenever deployment or person issues appear near to go-live.

5. Interview Process at Infosys

For this role, prepared for a mix of aptitude or screening, Salesforce or consulting fundamentals, project conversation and individual resources evaluation. The procedure can change by campus, endeavor component and cognition level, but the appraisal normally checks whether you can communicate akin a adviser and comprehend the basics of client association administration delivery.

Application Screening

Recruiters or evidence teams assessment the overview for consulting fit, communication clarity, Salesforce exposure, client association administration understanding and applicable project experience. Candidates alongside certifications, implementation exposure, powerful records samples or endeavor use projects can remain out here.

Aptitude or Online Assessment

Campus hiring may contain logical reasoning, quantitative aptitude, verbal capability and essential problem-solving questions. For a consulting role, verbal clarity matters since the job requires necessity writing, client communication and organized documentation.

Technical and Functional Interview

A consultant, specialized guide or director may test Salesforce objects, client association administration flows, relational databases, integration basics, testing, deployment and project experience. Expect follow-up questions on how you would collect requirements, configure a resolution and validate that it plant for users.

Case or Scenario Discussion

You may obtain a client circumstance specified as mediocre guide conversion, elevated assistance backlog or unsuccessful data migration. The interviewer checks whether you ask clarifying questions, construction the issue, propose applicable alternatives and evade jumping direct into configuration without understanding the process.

Human Resources Discussion

This circular checks motivation, communication, learning attitude, teamwork, elasticity and function understanding. Prepare keen answers for why Infosys, why consulting, why Salesforce client association administration and how your former activity shows preparedness for client-facing delivery.

Candidates frequently endure marks whenever they depict Salesforce lone as a tool and cannot nexus it to the client process. Always explain the endeavor outcome first, afterward the configuration, data or integration choice that supports it.

6. Interview Questions

Use Situation, Task, Action, Result for behavioral answers, and use a organized consulting method for function and case questions. Infosys interviewers volition prioritise clarity, ownership, fundamentals and your capability to explain Salesforce activity in endeavor language.

Behavioral & Company-Fit Questions

Salesforce CRM, Integration & Consulting Fundamentals

Case, Discovery & Client Scenario Questions

7. Topics and Areas of Focus

Preparation should shield Salesforce basics, consulting issue solving, necessity documentation, testing, deployment and endeavor integration. If you desire to difference another haze phase consulting discussion at Infosys, the ServiceNow Practice discussion guide can assistance you see how process-led phase roles are assessed differently.

8. Preparation Plan

Freshers: concentration on conceptual degree and organized answer frameworks specified as Situation, Task, Action, Result and mutually exclusive, collectively exhaustive thinking. Experienced candidates: prepared 3-5 particular effect stories from former roles since Infosys interviewers investigation for measurable outcomes and ownership, not fair responsibilities.

Week 1

Role Basics

Understand Infosys consulting delivery, Salesforce CRM flows and the role’s project phases.

Week 2

Core Skills

Revise Salesforce configuration, repository concepts, evaluation and integration fundamentals.

Week 3

Interview Practice

Build project stories, function answers and circumstance responses using organized frameworks.

Week 4

Mock Review

Run mocks, fix feeble areas and prepared concise final discussion responses.

Pre-Interview Checklist

9. Career Growth & Next Roles

Growth from this function normally depends on shipment reliability, client communication, phase depth, records norm and the capability to own larger workstreams. Early progression comes from executing assigned modules well; afterward progression requires foremost discovery, resolution design, evaluation and squad coordination.

Associate Consultant or Senior Associate Consultant

At this stage, you own assigned analysis, configuration, testing, records and deployment assistance tasks. To move up, demonstrate that you can comprehend the client’s process, ask the correct clarifying questions, provision spotless records and determine issues without changeless follow-up.

Consultant

A Consultant starts owning larger modules, client conversations, necessity workshops and resolution alternatives. You must display stronger Salesforce merchandise understanding, evaluation judgement, test preparedness and the capability to guide younger squad members through shipment tasks.

Senior Consultant

A Senior Consultant owns workstreams, reviews designs, manages client expectations and balances resolution norm alongside shipment timelines. Promotion preparedness depends on endeavor domain knowledge, stakeholder confidence, organized issue solving and the capability to forestall rework through sharper first analysis.

Manager or Specialist Track

Beyond elder consulting roles, growth can move toward group management, program delivery, resolution architecture or profound Salesforce specialisation. The correct way depends on whether you are stronger at foremost teams and clients or at owning complex architecture, integrations and industry solutions.

10. Conclusion

The sole most crucial preparedness move is to nexus all Salesforce idea to a endeavor process. Do not answer akin a tool person only. Show that you can comprehend the client problem, define requirements, configure or test the resolution and assistance acceptance following deployment.

Before the interview, prepared one complete project narrative that covers discovery, design, build, evaluation and go-live support. Also practise explaining relational databases, service-oriented architecture, data immigration and admission authority in uncomplicated tongue since this function sits between endeavor users and specialized teams.

Pick one Salesforce circumstance today, specified as guide conversion or case escalation, and compose a 1-page answer covering the endeavor problem, requirements, configuration, test cases, deployment hazard and person training plan.

Top Tips for Interview Success

These Bose QuietComfort Ultra Headphones Are $80 Off for October Prime Day

support@mycoding.id (Pradershika Sharma) — Wed, 07 Oct 2026 07:04:24 +0700

Amazon’s October Prime Day transaction is underway, and the second-generation Bose QuietComfort Ultra Headphones are downward to $369 from $449, their lowest cost to date, according to price trackers. That $80 discount makes Bose’s blend of outstanding noise cancellation, long-wearing comfort, and immersive spatial audio easier to justify, particularly alongside stronger competition this twelvemonth from models specified as Sony’s WH-1000XM6. For additional discounts value considering during the sale, our ongoing October Prime Day 2026 coverage has additional of the latest editor-vetted deals.

Bose hasn't changed the equation much in this second generation—you motionless get an over-ear design alongside plush padding and a resolute but comfortable clamp for a safe fit. The lone noticeable tweak is that the example now uses a glossy metal element complete alternatively of a matte one, which gives it a slightly additional premium awareness without changing how it wears.

Bose QuietComfort Ultra (2nd Gen)

Wireless over-ear headphones

The characteristic set is broad and mostly well-executed—these headphones assistance Bluetooth 5.4 alongside multipoint pairing, so you can remain connected to a laptop and phone at the identical period without juggling settings. There is additionally a USB-C association for wired listening, which unlocks lossless audio, item many competitors motionless skip. Plus, they power on automatically whenever you put them on and stumble into a low-power manner whenever remaining flat, which is a small quality-of-life upgrade you notice quickly in regular use. Battery existence is rated at 30 hours alongside energetic noise cancellation turned on, which is in row alongside most premium options. Bose additionally lets you accusation and hear through USB-C at the identical time, a applicable supplement for lengthy activity sessions.

What do you think so far?

Performance-wise, noise cancellation holds up fine throughout distinct environments, taking the border off airplane rumble, muting bus engines, and pushing most café chatter into the background, so you don’t have to keep adjusting quantity fair to remain immersed, notes this PCMag review. As for the sound, these headphones provision a rich, bass-forward overview during keeping vocals and item intact. Tracks alongside dense low-end, akin digital or hip-hop, arrive through alongside degree and punch without overwhelming the mix, and vocals audio full, although the slightly recessed midrange method guitars and several instruments don’t cut through as sharply. Also, during you do get presets and noise authority modes in the companion app, its uncomplicated three-band EQ does not provision you much area to fine-tune the sound.

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Shaders, WebGPU Components for React, Vue, Svelte, Solid, JavaScript and Framer

support@mycoding.id (Adi Gunawan) — Wed, 07 Oct 2026 06:38:35 +0700

WebGPU effects as components
for React, Vue, Svelte, Solid and JavaScript

Real WebGPU, declarative API: 200+ effects you autumn in as components. Gradients, noise, glass, metal, light, distortions, transitions, blurs, cursor effects. Nest them, blend them, disguise them.
A scheme publishing company that writes your code: scheme on an infinite canvas at shaders.com, afterward export the exact component tree for your framework. Free.
Every framework, one package: first-class React, Vue, Svelte, Solid and JavaScript entries, alongside the identical props everywhere.
Production-ready: TypeScript, extensively optimized, typed props alongside reactive updates, SSR safe. Used on thousands of websites by 16,000+ scheme engineers.

Every consequence is a component. renders the canvas; its children are layers, evaluated top to base and blended on the GPU.

import { Shader, LinearGradient, CursorTrail } from 'shaders/react' <Shader className="w-full h-64"> <LinearGradient colorA="#0f172a" colorB="#7c3aed" /> <CursorTrail /> Shader>

Get started alongside Shaders for React.

<script setup> import { Shader, LinearGradient, CursorTrail } from 'shaders/vue' script> <template> <Shader class="w-full h-64"> <LinearGradient colorA="#0f172a" colorB="#7c3aed" /> <CursorTrail /> Shader> template>

Get started alongside Shaders for Vue.

<script>  import { Shader, LinearGradient, CursorTrail } from 'shaders/svelte' script> <Shader class="w-full h-64"> <LinearGradient colorA="#0f172a" colorB="#7c3aed" /> <CursorTrail /> Shader>

Get started alongside Shaders for Svelte.

import { Shader, LinearGradient, CursorTrail } from 'shaders/solid' <Shader class="w-full h-64"> <LinearGradient colorA="#0f172a" colorB="#7c3aed" /> <CursorTrail /> Shader>

Get started alongside Shaders for Solid.

import { createShader } from 'shaders/js' await createShader(document.getElementById('my-shader'), { components: [ { type: 'LinearGradient', props: { colorA: '#0f172a', colorB: '#7c3aed' } }, { type: 'CursorTrail' }, ], })

Get started alongside Shaders for JavaScript.

Browse all 200+ components, all alongside a live preview and all prop documented.

🎨 Design visually, export code

Most group don't compose their effects by hand. They scheme them.

The design editor at shaders.com is an infinite canvas anywhere you stack components, tune all prop alongside genuine controls, run props from the cursor or a timeline, and see the outcome live. When it looks right, Export Code gives you the component tree in your framework, prepared to paste.

Design and export are liberated alongside an account. Your activity is saved as projects you can arrive rear to.

Open the scheme editor

The CLI connects a codebase to your Shaders account, so the effects you scheme district in your project as genuine component records and remain in sync.

npx shaders nexus # nexus this codebase to a Shaders project npx shaders instal # choice shaders from that project; writes component files npx shaders update # drag in what you changed in the editor

It detects your framework, writes to your components folder, and records what it installed in a fastener file. Nothing to instal globally.

Read the CLI guide.

Give your coding delegate the identical tools you have:

MCP server: npx shaders@latest install-mcp configures Claude Code, Cursor, Codex, Windsurf, Copilot and others. Your delegate can find, instal and edit the shaders you design. Works on any account, liberated included. MCP guide.
llms.txt: shaders.com/llms.txt indexes all docs page, and shaders.com/llms-full.txt carries the complete component citation alongside props, defaults and ranges.

Everything complete is free. Pro adds the archive and the workflow about it:

1,000+ production-ready presets, organised into collections
55+ website sections, complete and prepared to autumn in
HD video and depiction rendering without a watermark
One-click instal inner Framer alongside the Framer plugin
Unlimited type history in the editor
Pro presets through the CLI and MCP
Exclusive Discord function and channel, precedence support, all forthcoming updates

See pricing

🧪 Build your own component

If you need a brand new component, you can compose one. A component is a plain entity passed to defineShader: a name, its props, and what to diagram at all pixel. Mount it alongside akin any another component.

import { defineShader, wgsl, transformColor, transformPosition } from 'shaders/std' export const Halo = defineShader({ name: 'Halo', props: { color: { default: '#ffd166', transform: transformColor }, center: { default: { x: 0.5, y: 0.5 }, transform: transformPosition }, radius: { default: 0.6 }, }, paint: wgsl`  let d = length((uv - center) * vec2f(aspect, 1.0)) / radius;  come back vec4f(color.rgb, 1.0 - smoothstep(0.8, 1.0, d));  `, })

The guide covers the two ways to compose the pixel part: composing it from the std primitives (experimental) or penning WGSL immediately (stable). Custom Components · Primitives reference

The engine, all component and the example bindings in this repository and the shaders npm bundle are MIT licensed.
The scheme editor, presets, sections and another phase features at shaders.com are distinct from this bundle and have their own terms.

Issues and drag requests are welcome. View the contributing guide before starting, and for item additional than a bug fix, open an matter to conversation it before the PR.

The motor lives in packages/core, alongside one directory per component under src/shaders/. The example packages are generated from it.

pnpm install pnpm lib:build # build all bundle (regenerates the register and example components) pnpm test # the engine's test suite

Say hello on Discord.

Google’s Search Antitrust Ruling: What Advertisers Should Check Next

support@mycoding.id (Mark Beckett) — Wed, 07 Oct 2026 06:00:12 +0700

This article was sponsored by Silver Arbitration Law, PLLC. The opinions expressed in this part are the sponsor’s own.

If you oversee Google Search campaigns, you have explained rising CPCs many times: additional competitors, broader equivalent types, a lesser Quality Score, an document that needed restructuring. Each clarification is plausible.

I have worked in arbitration since before Google existed, as the two advise and arbitrator. Below I set out what the document shows: what the court found, which auction changes it named and whenever they ran, and what you would have to established concerning your own document before any of it applies to you.

In This Guide

Why The Search Antitrust Ruling Matters For Digital Paid Marketers & Advertisers

In August 2024, following a ten-week trial, the court established that Google “has exercised its monopoly power by charging supracompetitive prices for broad hunt content ads” (Mem. Op. at 4).

Supracompetitive method complete the cost a rivalrous market would produce.

The test document showed that Google’s ads squad used inner “pricing knobs” that raised what a winning ad paid without any alter in bids, ad norm or competition, mostly by inflating the runner-up’s mark that sets the winner’s CPC.

Dates Of The Auction Changes That Raised CPCs

Four of these instances have date ranges you can inspect against your own account:

Format pricing, 2012–2019. Ads using sitelinks, callouts or organized snippets paid additional to keep their position. By 2019 the charges generated concerning 15% of content ad income (UPX0042, UPX0045, UPX0512; Mem. Op. at 84, 86; Pls.’ Proposed Findings at 231).
Squashing, 2014 onward. Trial exhibits display Google raised the predicted click-through charge of all ad apart from the leader, which raised the winner’s cost without any betterment in the competing ad (UPX0442, UPX0051; Mem. Op. at 83–84).
rGSP, 2019 onward. Under rGSP, Google multiplies the runner-up’s mark by an adjustable factor; the victor pays against that inflated mark or is randomly exchanged out of the slot. Projected effect: a 5–6% CPC addition on top slots. No opt-out (UPX1045, UPX0457, UPX0059; Mem. Op. at 85; Pls.’ Proposed Findings at 235–236).

Advertisers were not told. Google’s Vice President of Ads testified: “We lean not to inform advertisers concerning pricing changes” (Tr. 1226, Dischler). The court established that “[m]any advertisers do not equal acknowledge that Google is liable for the changes in price” (Mem. Op. at 91–93, 260).

What To Do Next

Individual advertisers motionless need to established whether they were affected and by how much. The archetypal stage is to get informed, and there are two ways to do it. You can ask an arbitration attorney to measure your account; I do this for advertisers, and you can book a abbreviated call alongside me. Or you can peruse up on the case first: this investigation prompt has an AI aide concise you on what the courts established and whether it fits a endeavor akin yours.

Start With The Google Ads Spend You Need To Review

Identify Ad Types, Years & Markets

The hunt ruling covers broad hunt content ads. The court did not discover a monopoly in the broader market for all hunt advertising, which includes ads sold by retailers specified as Amazon and Walmart. If much of your expend went to Shopping or Performance Max, distinct the text-ad part before example conclusions concerning your account. This investigation prompt has an AI aide inform you which ad types and years of expend count.

Clarify The Business & Agency Behind The Account

Note which lawful being accepted Google’s promotion conditions and paid the invoices, and which agencies or director accounts ran the campaigns and when. Those particulars decide who can assessment the document and who would lift any claim, and they are the archetypal item advise volition ask for.

Verify The Court Sources Behind The Search-Ruling Claims

Keep The Search & Ad-Tech Cases Separate

Display expend falls under a second ruling. On April 17, 2025, Judge Leonie Brinkema of the U.S. District Court for the Eastern District of Virginia found that Google had monopolized two parts of the display promotion chain.

That case focused mostly on publishers, and the court did not obtain all market assertion the authorities brought. If you bought display inventory through Google’s ad tech tools, it raises a distinct inquiry concerning how those transactions worked. Which ruling matters to you depends on the products you used and the years you used them.

Distinguish Findings, Appeals & Unverified Claims

Court findings in this part are quoted alongside a leaf citation to the opinion. Anything cited to an display figure (UPX, DX) or a copy (Tr., Dep.) is a test display or sworn testimony, most of it Google’s own. The two are not the same: a finding is what the court concluded; an display is evidence the court heard.

Google disagrees alongside the ruling and is appealing. The court’s September 2025 remedies decision requires Google to disclose matter changes to its ad auction publicly. Advertisers should hence have additional data concerning changes that power what they pay.

Prepare Account-Specific Questions For Counsel

Confirm Applicable Terms, Claim Ownership & Timing

Google’s promotion conditions merge an arbitration clause. Advertisers border by that clause must prosecute covered disputes through idiosyncratic arbitration and waive the correct to bring a category action. Each advertiser following specified a assertion brings it through the American Arbitration Association. The court’s findings provision a starting point; reviewing an document and deciding whether to document remain distinct steps.

Is A Claim Worth Pursuing?

A assertion could be possibly value 15% to 30% of your eligible hunt spend. Economists evaluation Google’s overcharge at concerning 5% to 10%, and antitrust law triples proven damages.

If your endeavor spent $10 myriad on eligible hunt ads during the applicable period, that points to a possible assertion of $1.5 myriad to $3 million, before fees and case-specific adjustments. That is the size of the claim. An arbitrator or a colony decides what is paid.

Could Filing Affect Your Google Account?

Advertisers ask me this additional than item else. Thousands of U.S. advertisers are already following idiosyncratic claims, and I am not conscious of any reported retaliation against one for filing. Retaliating against a collection of claimants that size would create a new lawful and reputational issue for Google during two national courts are overseeing its conduct.

In my perspective the applicable hazard is low. You are additionally not suing Google: you are using the arbitration procedure Google wrote into its own promotion terms. Ask your attorney how the filing is handled and what Google sees. The research immediate guide I’ve put together ends alongside three questions to put to a lawyer.

How Much Work Is It?

Less than most advertisers expect. For a norm claim, gathering and submitting the document records should obtain concerning one hr of personnel period in total, normally divided between person alongside admission to the Google Ads document and an authorized signatory.

After that, your attorney should grip the assessment, the filing and the coordination, and arrive rear to you lone whenever a decision or case-specific input is needed. If a resolute asks for much additional of your period than that, ask why. Any period your in-house advise spends reviewing the involvement is distinct and depends on your inner endorsement process.

What If An Agency Manages The Account?

Whoever paid for the ads holds the claim, and item paid out on it goes rear to them. If your agency ran the campaigns and you paid the bills, the assertion is yours. Your agency can drag the expend history, name the campaigns and years involved, and assistance you obtain the questions complete to a lawyer.

Decide What To Do After Reviewing The Evidence

If you have questions concerning Google-related hazard or what to regard before following a claim, you can publish a abbreviated call alongside our team. The call is liberated and nothing is shared alongside Google.

Book a Call

Image Credits

Featured Image: Image by Silver Arbitration. Used alongside permission.

In-Post Images: Images by Silver Arbitration. Used alongside permission.

Disclosure

Attorney Advertising. Mark Beckett, attorney admitted in New York. This part is sponsored by Silver Arbitration Law, PLLC. It is provided for broad data and does not form lawful direction or create an attorney-client relationship. Prior results do not justify a akin outcome. Claims against Google are pursued through idiosyncratic arbitration under Google’s Terms of Service, not in court. Quotations from court opinions are reproduced verbatim from the published decisions in United States v. Google LLC*, D.D.C. (Aug. 5, 2024) and* United States v. Google LLC*, E.D. Va. (Apr. 17, 2025).* Not affiliated alongside or endorsed by Google LLC.

Category Sponsored Posts PPC

Hackers obtain counterfeit TLS certificates for Google and other large services

support@mycoding.id (Riki Setiawan) — Wed, 07 Oct 2026 05:37:05 +0700

Hackers obtain counterfeit TLS certificates for Google and other large services. Comments

This 12-Piece SimpliSafe Home Security Kit Is Nearly $180 Off for October Prime Day

support@mycoding.id (Pradershika Sharma) — Wed, 07 Oct 2026 05:32:21 +0700

Amazon’s October Prime Day transaction is in complete swing, and the SimpliSafe 12-Piece Wireless Home Security System alongside HD Camera is downward to $159.99 from $339.99, a nearly $180 discount and its lowest cost to date, according to price trackers. It is a fairly thorough starter kit for the money, alongside a basis position and keypad, alongside alongside five admission sensors, two motion sensors, a key fob, a panic button, and a SimpliCam indoor camera— adequate to shield the forefront and rear doors and three windows, alongside the motion sensors observing a hall and a living room. Our broader roundup of astute residence deals during October Prime Day has additional safety cameras, astute locks, and video doorbells currently on sale.

SimpliSafe 12-Piece Wireless Home Security System

Each motion sensor covers 35 feet throughout a 90-degree site of view, so one placed in a border can observe a entire room, and the two disregard pets under 60 pounds, according to the manufacturer, definition a cat or beagle shouldn't trip them but a Labrador might. You can arm or disarm the scheme through the SimpliSafe app, during Alexa and Google Assistant assistance adds sound controls. Keeping all of that connected is the basis station, which uses the two Wi-Fi and cellular connectivity and has a backup power division that can keep the scheme operating for up to 24 hours during a power outage.

What do you think so far?

That said, during the current cost covers the equipment and includes one liberated duration of professional monitoring (after which plans commencement at small than $1 to fair complete two dollars per day), several features are tied to that subscription, including the panic button’s capability to dispatch police, as fine as app alerts and 30-day camera video storage. Without a plan, you can motionless use the scheme as a local alert and arm or disarm it from the keypad or key fob, but you’ll endure several of the distant and monitored features that create the complete setup additional useful.

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Jamie Dimon says Anthropic's Mythos supercharged AI cybersecurity risks

support@mycoding.id (Huileng Tan) — Wed, 07 Oct 2026 05:30:37 +0700

JPMorgan Chase CEO Jamie Dimon stated advances in AI have sharply risen cybersecurity risks. Jose Sarmento Matos/Bloomberg/Getty Images

JPMorgan Chase CEO Jamie Dimon stated Anthropic's Mythos AI model has dramatically raised cybersecurity risks.

The risks "went up 10-fold following Mythos," Dimon told Bloomberg TV on Tuesday.

"AI created vulnerabilities that we didn't cognize about, and we continually concerned concerning cyber before these things," he added.

The JPMorgan CEO has lengthy described cybersecurity as among the bank's biggest risks, making his latest comments notable as the tech industry grapples alongside the implications of advanced AI models.

Dimon is the latest notable endeavor chief to notify concerning the risks posed by increasingly mighty AI systems.

His comments arrive as frontier AI developers visage heightened scrutiny complete the safety of their most advanced models.

In latest weeks, AI researchers, innovation executives, and several lawmakers have renewed calls for stronger global collaboration to decrease the hazard of catastrophic misuse of advanced AI.

The conversation has intensified following Anthropic and OpenAI disclosed distinct incidents during safety evaluation in latest months that raised new questions concerning how reliably their most capable AI models can be controlled.

The incidents have additionally fueled calls from several AI researchers and executives to dilatory the betterment of frontier AI models until stronger safety safeguards are in place.

Dimon stated those risks are genuine but asserted they have to be met alongside applicable safeguards fairly than panic.

"The downside is evidently what you peruse concerning alongside the agents and Mythos and all these things that can logic trouble, and that's a lawful concern, it's a genuine thing," he said.

"I'm not going to get frantic over, 'Is it existential or not?' What we're doing is rolling up our sleeves and going to activity to fix it," he said.

Calling It Quits on ServerFault

support@mycoding.id (Putri Silvia) — Wed, 07 Oct 2026 05:22:04 +0700

It's period to be done after fair complete 15 years of moderator work. I was elected in the very archetypal community ballot in January and February of 2011, and by now I'm fairly perchance in the top five for longest serving community moderators on the first trilogy sites of StackOverflow, ServerFault, and SuperUser. I could check, but I'm not motivated. SF has continually been the one I worked alongside and for. 15 years, and I've learned so much concerning moderation and online specialized communities.

The first years of ServerFault were vastly additional fractious than the location has been in the final 10, and taught me so much. One particularly vivid example was seeing the toxic reverberations between users from distinct countries and how they grip escalation of conflict. A particularly volatile mix were the Russian speakers and the group from the United Kingdom (this was before Brexit), anywhere the extremely British snide (a plus-one or two escalation from fair asking questions, the next stage was ad hominem attacks) was taken as an invitation to combat by the Russian speakers (whose plus-one escalation typically was ad hominem attacks, which method the brits saw this as escalation and moved on to fire war), the two of which deeply and horribly offended US-based users for whom the two were plus-two or plus-three escalations, certainly not a affirmative one. These fire wars proved the need for moderator safety during US night time, which has been a aspect in all ballot following mine. It additionally drove the characteristic to fastener posts to get group to chill down.

However, the location has been in decrease for a lengthy time. The highest for inquiry asking was in 2011-2012, alongside a alter to Google algorithms in 2013 causing a sizable autumn in traffic in delayed 2013 to 2014. The lengthy dilatory decrease started in 2016, and in latest months we're getting 2-3 questions a day. The moderator emblem queue mostly is dealing alongside spam. Even the Suggested Edit queue, formerly a awesome location to ranch position by fixing other's grammar and formatting mistakes, has slowed downward adequate that two group can keep it from getting clogged.

The biggest moderator item I was engaged in the final few years were StackExchange-wide spam campaigns that additionally targeted ServerFault. Manual remediation was required until StackExchange could fig out specialized fixes, and it was a bad 12 months there. SuperUser got it way worse than we did, but our downvote and location traffic numbers have apparent spikes 2x and 3x complete our baseline traffic during the spam surges. There were a few months in there anywhere I spent my evenings observing the new-user creations and spam-banning and deleting in genuine time. The new specialized measures have made that kind of coordinated spam run much harder to execute, and is working.

We haven't had a important conversation concerning guideline on ServerFault in a long, lengthy time. StackExchange as a entire regularly has important debates, but ServerFault in particular hasn't.

In the final few months the Suggested Edit queue has been barely active, which is the indication that it's time. I'm out as of the end of the year. It's now up to the community to decide if it's value replacing me.

I've been to more than 60 countries. One Southeast Asian city kept pulling me back — now it's home.

support@mycoding.id (Sonya Moore) — Wed, 07 Oct 2026 05:14:13 +0700

Sonya Moore lives in Siem Reap, Cambodia, and plant as a freelance photographer, yoga teacher, and writer; her hubby is enjoying first retirement. Provided by Sonya Moore

So far, I've been to 64 countries. I affection discovering new destinations, but Cambodia is the one that has burrowed its way into my bosom and keeps example me back.

The archetypal period I visited Cambodia, I took a abbreviated trip alongside a companion to see Angkor Wat. I cut in affection alongside Siem Reap, the city, a few minutes from the temples.

Falling in affection alongside a location is a lot akin falling in affection alongside a person. There may be reasons for it, but in the end, it's normally concerning how you feel. I felt happy in Siem Reap from my archetypal day there.

That was rear in 2015, whenever Siem Reap was small developed than it is now. It charmed me alongside its quiet, winding river; its gently haphazard stream of traffic, a mix of motorbikes, bicycles, tuk-tuks, and the occasional car; and its emotion of peace.

Time passed so pleasurably between visiting temples, enjoying $7 ft massages, dining delicious meals — including the finest fountain rolls — and relaxing by the pool. When I left, I knew I wanted to arrive back.

Siem Reap had everything I wanted

I returned 4 years later, whenever a companion who had opened a yoga studio in Siem Reap welcomed me to instruct there. I stated I would arrive for a duration and ended up staying for 15 months.

It was 2019, and formerly again, I felt fine from the instant I arrived. A big part of that was how greeted the local group made me feel. Even the immigration officials at the airfield laughed and joked alongside me.

The city offered fair concerning everything I wanted: fine WiFi, delicious food, wine, and affordable coffee. Atmospheric cafés and restaurants served cuisines from about the world, during supermarkets stocked local and imported goods. There were additionally art galleries, yoga studios, gyms, a awesome movie theater, and the exquisite historic Apsara Theater.

Moore established that the relaxed, affable vibe in Cambodia suits her. Provided by Sonya Moore

Hotels and art galleries regularly hosted events. It was uncomplicated to encounter group and create friends. Siem Reap attracted many engaging personalities, and additional than once, I ended up in a lengthy conversation alongside person I met at a café.

I additionally established it uncomplicated to live in Siem Reap long-term. I made a living instruction yoga and English online. Affordable furnished accommodations were readily available, and it wasn't difficult to get a long-term visa. I lived for multiple months in a beautiful, gated one-bedroom flat for $450 a month, which included weekly cleaning.

Later, I moved to a brand-new two-bedroom home alongside a big pace for $600 a month. My landlords were two grandparents who lived in a home kitty-corner from mine. We didn't conversation the identical language, but they were continually benevolent to me and became nearly akin my own grandparents.

I remaining Siem Reap amid the complications of the COVID era to be alongside the man I loved in France. Four years later, I returned for a weeklong sojourn and, formerly again, felt blessed there — apparently for no logic another than merely being there.

Settling downward for good

Last year, I moved rear to Siem Reap and am formerly again calling it residence for most of the year. My hubby joined me this time. For now, we're living in the identical flat complex anywhere I archetypal lived: a two-bedroom alternatively of a one-bedroom, for $400 a month. Accommodation prices have gone downward complete the final five years. We motionless journey a lot and expend a few months in France during the summer.

He's enjoying first retirement, and I activity as a freelance photographer, yoga teacher, and writer.

The city motionless has the relaxed, affable vibe that initially captured my heart, alongside alongside a emotion of liberty that inspires creativity.

Living current is not without its challenges, though. I've seen foreigners arrive expecting to discover a job or set up a business, lone to depart since they couldn't acquire a living. While several foreigners do oversee to create a living, from what I've seen, existence is smallest stressful for those who activity remotely, attain alongside plentifulness of savings, or have another stream of earnings to depend on.

Moore got wed on Koh Rong before this year. Provided by Sonya Moore

Living in Siem Reap gives my hubby and me a convenient basis from which to explore the remainder of Cambodia. As lovers of the ocean, we particularly value having the islands of Koh Rong and Koh Rong Sanloem nearby. We equal got wed on Koh Rong before this year. It was a aspiration isle wedding, on a deserted, powdery white-sand coast surrounded by sparkling turquoise water.

If we always need a big-city fix, Phnom Penh is a 5½-hour bus or taxi journey away, alongside awesome neighborhoods and gorgeous rooftop restaurants. When we need period in the mountains, we caput to the remote, untamed Cardamom Mountains, residence to Asia's largest remaining rainforest, for a care immersion in nature.

The longer I expend in Cambodia, the additional I cognize that I won't be operating out of places to sojourn anytime soon.

The Godfather of AI wants an FDA-style approval system for the technology

support@mycoding.id (Katherine Li) — Wed, 07 Oct 2026 05:01:01 +0700

The Godfather of AI stated he proposes an FDA-style endorsement scheme for AI models. Ramsey Cardy/Sportsfile for Collision via Getty Images

Geoffrey Hinton wants AI companies to apparent a hurdle acquainted to drugmakers.

On Tuesday’s “Smart Girl Dumb Questions” podcast, the Nobel Prize-winning device scientist, frequently called the “Godfather of AI,” projected that AI companies convince a regulator that their products are harmless before releasing them.

“You're not allowed to fair create a new medication and publish it on the market,” Hinton told podcast presenter Nayeema Raza. “You have to convince the FDA. And to do that, you have to do a lot of work, concerning a milliard dollars value of work.”

“That seems akin the extremely smallest we should have for AI," Hinton added.

Hinton's medication for the AI safety debate came following predictions of AI catastrophes and following OpenAI’s decision to shelve its latest model, following evaluation that raised concerns concerning whether it would prosecute users’ instructions and remain inside its authorization.

OpenAI's caput of safety systems, Saachi Jain, earlier told Business Insider that GPT-6.1 Astra improved at persisting through difficult tasks but cut abbreviated on permissions and communicating what it had done.

Hinton stated that AI is increasingly assisting itself improve, possibly accelerating the two its capabilities and its dangers.

“Exponentials develop extremely fast," Hinton said. "We're commencement to get recursive self-improvement since AI is being used to create AI improved in many distinct ways."

“So, it's fair a guess," Hinton added, "But I conjecture we have a twelvemonth or two before everything gets much worse than it is now.”

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