Articles — IMA AI

AI & Business August 2026

The Model Reviewer Has Never Deployed a Model.

A model ships in the morning; YouTube has expert verdicts by dinner — from reviewers who invented their own exam and never ran a model inside a real business. The only benchmark that cannot be gamed is your own invoice.

AI & Business August 2026

The Boss Hallucination.

Model hallucination costs a correction; boss hallucination costs the company. Waymo’s demo took months, the product took decades — AI builds MVPs, not release products. And the guru selling the secret weapon is harvesting you.

AI & Operations August 2026

Is the AI Messing Up On Purpose?

Standards hardened many times, instructions even in the project layer — the AI still ignores them, and the fix bills more tokens. My first feeling about why, the premium model that made the same cheap mistake, and the backup plan.

Platform Economics August 2026

The Price Comes With Consequences.

Zhong Shanshan’s viral war on the platform economy names half the problem: platforms killed the middleman, then became the biggest one. The other half is us — every discount is a vote for the economy you get.

AI & Work August 2026

Failure Is the Tuition.

A decision you don’t pay for is a quiz. Babies learn by falling, AI is built from billions of corrected failures — yet school punishes the one mechanism intelligence runs on. A 20-baht lesson from my own house.

AI & Operations August 2026

Construction’s AI Won’t Wear a Hard Hat.

Builders short 100,000 workers; developers holding 52,000 unsold homes. The AI answer isn’t robots — it’s the office: tenders, claims and reports on one side, campaign content and instant buyer response on the other.

AI & Work August 2026

The Safest Degree Fell First.

CS grads sending 200+ resumes into silence. Education’s prepayment model — 16 years upfront for 40 years of returns — expired when knowledge started depreciating faster than degrees. The era pays for judgment.

AI & Work August 2026

Wheelchair or Gym.

Jensen Huang says humans will soon write 1% of the internet. History says machines taking work RAISED intelligence — until screens reversed it. AI restarts the rise or accelerates the fall; the mode of use decides, not the tool.

AI & Business August 2026

RM20 a Video. Nobody Left to Bill.

An agency ad with “unlimited revisions” is a confession: the work costs nothing now. Then GMV Max deleted the media buyer. What survives an agency isn’t a service — it’s ownership or infrastructure.

AI & Work August 2026

AI Untuk Rakyat. Contract Untuk Siapa.

100,000 free AI places for youths aged 18–30. The real questions: who won the contract, why phone-natives lack the PC literacy agentic AI needs, and why the over-30s running the economy weren’t invited.

AI & Business August 2026

AI Nation, Cash Only.

A national AI plan launched over fibre that breaks in the rain, petrol stations that refuse e-wallets, and reputable restaurants that stay cash-only by choice. The scoreboard counts announcements — not transactions.

AI & Business August 2026

Disqualified by Time, Not by Competition.

Malaysian businesses are not losing to Temu or cheap consumers. The old playbook expired — and the bosses kept showing up to the old address. Re-qualification is open daily.

AI & Work July 2026

China Just Put a Humanoid on Sale for US$2,200. Housework Is Just a Software Update.

A Chinese firm opened orders for a life-sized humanoid at ~US$2,200. Sold as a companion — but the hard part, an affordable body that sees and remembers, is solved. Housework, then every low-skill job, is just an OTA download.

AI & Work July 2026

ByteDance Just Told Its Managers: Instructions Aren’t Output.

ByteDance’s CEO told managers to leave the reports and get to the frontline — now tied to their reviews. The deeper reason: when AI does the planning, giving instructions isn’t output anymore.

Platform Economics July 2026

Google Just Made Vercel’s Product Free. Google Also Owns a Slice of Vercel.

Google AI Studio now builds, hosts and gives your app a free domain in one prompt — the paid layer Vercel is valued at $9.3B on. Not a feature war: Google gives away what Vercel must sell, to grow Gemini. And GV is a Vercel investor.

AI Commerce July 2026

Nike Just Cut Its Online Sellers in China. In America, It’s Begging Them Back.

From Jan 2027 Nike fires its biggest China online distributors — while rebuilding US wholesale. Same company, opposite directions. The split reveals when to cut the middleman, and why AI commerce removes the online one first.

Platform Economics July 2026

Even Apple Doesn’t Want to Sell You the iPhone Anymore.

Apple is reportedly building a leasing programme with a remote kill switch. When the greatest hardware seller in history would rather rent, the ownership era for tech is closing — because the flip outruns any depreciation the books allow.

AI Commerce July 2026

On Shopee, I Follow Every Rule. The Seller Beside Me Follows None.

The LVG tax closed the tax gap with cross-border sellers. It didn’t close the compliance gap — SIRIM cert, registration, consumer law. Malaysia already proved it can make platforms the enforcement point. Do it again for safety.

AI & Work July 2026

Malaysia Trains Women in STEM, Then Sends Them to Run Shops and Kitchens.

We produce female STEM graduates above the global trend — then women are 35% of the tech workforce and 76% of their businesses are retail and food. AI is the first wave that lets them build without coding.

AI & Work July 2026

I Sell AI for a Living. I’ve Never Sold One That Replaces Your Staff.

The providers themselves won’t promise AI replaces your team. Ford rehired 350 engineers, CBA rehired 45, and half the bosses who fired people for AI admit they were wrong. So where does the confidence come from?

Platform Economics July 2026

I Approved US$100,000 for AI Hardware. Then I Didn’t Spend It.

AMD claims 18× lower cost per token than its own last generation. Applied to a real in-house cluster decision, the number that decided it wasn’t obsolescence — it was idle time.

AI & Work July 2026

The "AI Expert" Was Using the Free Tier.

The second speaker's topic was AI in Customer Management — but her whole talk was how she uses free AI tools to do her own job. A talk I could recreate in one prompt. And it showed me how open this market still is.

AI & Work July 2026

He Came to an AI Event to Prove AI Can't Replace Him.

A university put me on the panel. The first speaker's whole pitch was "the workplace is complex, hire me" — on slides from 2004, at an AI event. What AI + robots actually changes, and what HR is really for.

AI & Operations July 2026

If AI Can Write It, It's Already Worthless.

Reposted news and AI-generated tips are flooding LinkedIn — and their value is already zero. What still has worth when information is free, and the rule I use before I post anything.

AI & Operations July 2026

Your Folder Is Now a Door.

My 60-year-old staff shared her whole working folder with an AI agent. My young staff keep .env on the Desktop. Same mistake, two generations — and why defaults beat training.

AI & Operations July 2026

AI Can Make the Mood. It Can't Make the Product.

I let AI generate the images for a brand project. It passed every check — then drew a product that doesn't exist. The line I now draw between what AI generates and what a human must handle.

AI & Security July 2026

The Firewall Company Got Breached. You Are Not Too Small to Be Next.

A friend at Fortinet — a company you buy security from — just watched ~75,000 of its firewalls get breached. The excuse "we're too small to target" is dead: AI now runs the attack at machine scale. And Selangor's parking app proves it's already local.

AI & Business July 2026

AI Reset the Board. Stop Selling Me Who You Were.

Another government AI roadshow, another full room. The intention isn't wrong — but a few days of class won't prepare a business for the one shift that made everyone's experience worth less. Even Ford and IBM misjudged AI. The advantage now goes to whoever adapts fastest.

Platform Economics July 2026

China Just Gave Its E-Commerce Law Teeth. I Hope We Copy It.

A seller asked me to save his 3-star shop — his problem was the product, not the algorithm. China just brought unified standards, platform accountability and real penalties. Why I hope Malaysia enforces the same on Shopee.

AI & Operations July 2026

You Probably Don't Need an AI Workflow.

I argued AI workflows would replace automation — then I built one and switched back. Why deterministic automation wins for repeated work, and why AI belongs in building the machine, not running every loop.

AI & Business July 2026

When China Cleans Up, Malaysia Gets the Overflow.

China disciplined its own price war — good policy at home. But it disciplines behaviour, not capacity. The cheap goods that can't dump in China now need a foreign door, and that's us.

AI & Business July 2026

Online Plus Offline Isn't New. The AI Part Is.

Strip "new retail" down and only one element is actually new — AI. The real question isn't China's model; it's whether Malaysian SMEs are ready when most never finished short-video and livestream.

AI & Business July 2026

The Pricing Model Is the Confession.

Palantir's CEO asked: if AI is so valuable, why charge per token? Half right. Tokens are honest utility pricing — the confession is outcome promises sold at flat prices. Our own model as proof.

Platform Economics July 2026

The Law Arrives When the War Is Over.

Malaysia's e-commerce bill reaches Parliament as the fee era it regulates enters countdown — and China already adjudicated the abuses. Regulation is late by design. This time, partly by choice.

Platform Economics July 2026

The Landlord Just Became a Tenant.

Shopee is now an app inside ChatGPT. The platform that charged sellers ~35 sen per ringgit to be discovered just started renting its own discovery. The fee model — not the platform — is in countdown.

Platform Economics July 2026

The Building Pays Back. The Silicon Might Not.

Blackstone sold US$3.5B of data centers — but read the deal properly. The real story is the depreciation math: compute gets 20–30% cheaper yearly, and only one layer of a data center survives that.

AI & Business July 2026

The AI Didn't Close the Sale. It Earned the WhatsApp Message.

Customers talk to our chat assistant first — then message us on WhatsApp. From our own funnel: the AI's real job isn't closing, it's earning the human conversation.

AI & Business June 2026

"Yes, We Use AI" — But We're Not Talking About the Same Thing.

Ask a company if they use AI and the answer is always "yes" — but their yes and your standard aren't the same thing. There's a ladder from dabbling to infrastructure, and one test: if AI vanished tomorrow, would anything break?

AI & Work June 2026

What Are We Actually Paying Senior Management For?

Honda nearly fired its CEO over a $9B EV miss. So what do we pay senior management for? Accountability, the mandate to bet — and a network that expires when the game changes.

AI Commerce June 2026

Are Platform Skills Still Worth Investing In?

Shopee and TikTok skills still pay — but they're rented: the platform changes the rules, its own AI automates your edge, and the skill doesn't travel. Invest in the layer underneath.

AI & Business June 2026

Most of Your Readers Are Bots Now. Write for the One That Briefs the Human.

Cloudflare says bots are now 57.4% of web traffic, humans 42.6%. So write for the machine that reads you — but to be cited, not just harvested. The agent-era content strategy.

AI & Business June 2026

I've Done Both Science and Arts — the Skill That Matters Is in Neither.

A team member said "not everyone is from the science stream." I've done both — and the skill that matters in the AI era belongs to neither. The real divide is curious vs closed.

AI & Operations June 2026

Free AI Has a Ceiling — and You're Standing On It.

Chasing free AI feels frugal — it's actually a ceiling. Why the free-token mindset caps your leverage and commoditises you, and why free is a weapon you wield, not a diet you live on.

AI & Operations June 2026

I Sell AI. Yesterday's Outage Still Sent My Team Home.

Yesterday's Claude outage took my whole office offline — everyone stopped and left early. The lesson isn't to use less AI. It's to treat AI like a utility and build for the day it's not there.

AI & Operations June 2026

Prompts Still Matter. The Formula Course Still Doesn't.

The prompt-engineering gurus are right that wording still matters — research shows up to 76-point swings. That same research says results come from clarity, not magic formulas. Why you don't need the formula course.

AI & Operations June 2026

My AI Skipped the Rules This Morning. I Fixed the Instruction, Not the AI.

One of our AI agents jumped straight to execution and declared a file "missing" — it just hadn't synced. The easy move is to blame the AI. The real fix is making the instruction self-sufficient. A first-person operating lesson.

AI & Business June 2026

That 'AI Growth System' Isn't an Invention. It's a Repackage.

A friend forwarded me a three-day "AI growth" course and asked if I could run one. Most of these sell repackaged common knowledge with branded acronyms and an inflated value stack — here's how to tell packaging from invention, and how to value one before you pay.

AI & Work June 2026

The Shopee Layoffs Aren't the Story. The Queue Under the Sun Is.

Shopee cut hundreds of engineers as Sea pivots to AI. The real danger isn't the layoff — it's where those professionals go next. They cut their price and cascade downward, squeezing blue-collar workers from above. 1,000 people, a 2km queue, a few hundred jobs.

AI & Business June 2026

Is a 10% Edge Worth 57 Times the Cost?

Microsoft is weighing self-hosted DeepSeek to cut Copilot costs — we made the same call first. Strip the politics off the model and one question remains: is a single-digit performance edge worth paying 57x more? Cost vs performance vs data security.

AI & Work June 2026

Everyone Wants AI-Ready Workers. Nobody Wants to Pay to Train Them.

A huge PwC analysis says employers want entry-level workers with senior-level skills. But who pays to train them? Universities are too slow, businesses won't, government has budget but no expertise — so the cost lands on the individual.

AI & Work June 2026

China Is Ditching Degrees for the AI Era. Who Teaches the New Ones?

China is dropping "obsolete" degrees for the AI era. The real question isn't which degrees — it's who's qualified to teach the new ones. Most universities lack the expertise; the market's full of AI gurus. Here's the test that tells them apart.

AI & Business June 2026

China Didn't Take Your Business. Your Mindset Did.

Malaysian SMEs keep asking the government to block China. I have no sympathy. The complaint hides two broken beliefs — that being the local player should last forever, and that you can sell to their country but they can't compete in yours.

AI & Operations June 2026

Generation or Editing? I Was Asking the Wrong Question.

Every AI image tool asks you to choose: generate or edit? I spent weeks confused by that question. The answer: it is always generation. The only thing changing is a constraint dial. Once you see that, every tool decision becomes obvious.

AI & Operations June 2026

Why We Stopped Prompting and Started Building — The Story Behind Ultra Studio

Five AI subscriptions. Five separate memories. A human manually carrying work between every tool. This is the internal problem IMA AI decided to solve — what we built, what works today, and what we are still figuring out.

AI & Operations June 2026

API Is the Right Model. But You Are Not a Developer. Here Is the Honest Answer.

The fair objection to moving off AI subscriptions: "I cannot build what you built." That is a legitimate constraint. But the barrier is not where most people think it is — and the ceiling you hit by never building anything is real.

AI & Operations June 2026

AI Gets Better. Humans Still Sleep. That Is Why I Moved My Team to API.

I was paying USD 65 per staff per month for three AI subscriptions — Claude, ChatGPT, Gemini. Then a month packed with public holidays made me run the numbers. Subscriptions assume full utilisation. Most teams do not reach it.

AI Commerce June 2026

TikTok Wants You to Lower Your ROI Target to 1.2. Do You Know What That Actually Costs You?

TikTok's GMV Max recommends ROI 1.2 — and tells you to lower it further when performance drops. Most sellers follow without question. At 20% total platform fees, even ROI 2.6 is a loss. Here is the math.

AI & Business June 2026

Malaysia Lost 31,000 Jobs in 4 Months. AI Wasn't the Cause. That's What Should Scare You.

Malaysia recorded 31,082 retrenchments in the first four months of 2026 — a 47% surge. Most of it had nothing to do with AI. That's the part nobody is talking about. Because AI hasn't even started yet.

AI Commerce June 2026

They Think It's an Opportunity. I Think They're Working for TikTok. For Free.

Malaysian traders flood creators with free collab requests. TikTok's affiliate model created this illusion. Run the margin math — with platform fees hitting 20% — and the only party getting paid is the platform. China's listed companies prove it.

AI & Business May 2026

I Researched the Full Cost of Real AI Avatar Livestream. Nobody Is Actually Building It.

TikTok bans AI avatar livestream. Then ByteDance introduced one. I researched the full infrastructure and token cost of what real AI avatar livestream would actually require. The math makes it impossible today — and what everyone is selling is not AI.

AI & Business May 2026

TikTok's AI Briefing: Lumina AI Is Real. The AI Avatar Could Get You Permanently Banned.

I attended TikTok Malaysia's AI briefing. ByteDance introduced two new products. One is going into our workflow immediately. The other could get your TikTok Shop account permanently banned — and the way they described the risk told me everything.

AI Commerce May 2026

Shopee, Lazada, TikTok Shop Are All Raising Fees. That's Not a Coincidence.

Shopee, Lazada, and TikTok Shop are all raising fees at the same time. Almost nobody is asking why. The answer tells you everything about what's coming — and which brands will win.

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