Archive
The complete INLEVEL9 archive of analysis across technology, economics, and the humanities.
2026
What $100 of AI Capex Buys, and How Long It Lasts
Using BNP Paribas's capex breakdown, I trace chip, network, power, cooling, and facility costs—and why replacement cycles vary by supplier.
BusinessThe Company That Asks Marketers What They've Built
Andrew Ng says AI won't destroy jobs, then admits his marketers all know how to code.
BusinessFrance Killed Its Cold-Call Opt-Out List
France scrapped its do-not-call registry for opt-in consent, even as voice spam keeps climbing in Korea.
BusinessThe Phone Kids Get at Dinner Isn't for Learning
New York just banned generative AI in public schools for a year, but Korea's real screen-time problem sits at the dinner table.
BusinessAn AI Agent Deleted a Production Database in 9 Seconds
Speed, not intelligence, caused the outage—so the real fix is giving humans enough time to notice and recover.
BusinessOpenAI Paused Training, Then Cut Its Top Model's Prices
Three days after halting frontier-model training, OpenAI slashed prices and expanded limits on models it had already shipped.
BusinessHow $1 AI Podcasts Find Their Listeners
Even as production costs fall to a dollar an episode, reaching listeners still requires clearing a gate.
BusinessWhen the UFO Prophecy Failed, the Prophet Recanted
A 1954 doomsday cult leader retracted her UFO prophecy within weeks instead of doubling down, according to newly unsealed archives and a 2026 paper.
BusinessUS Women Now Outnumber Men in Paid Jobs
What the payroll flip reveals about male job losses—and what Korea's decade of data already showed.
SocietyXiaomi's 1.22TB/s vs Apple's 1.2TB/s: Different Scopes
Xiaomi's 1.22TB/s measures the O100 chip's near-memory bandwidth, while Apple's 1.2TB/s covers the entire 512GB unified memory.
AI & TechThe Drunk Monkey Hypothesis and Korea's Drinking Puzzle
A famous tipsy-monkey study offers surprising context for a shift in who's drinking heavily in Korea today.
SocietyInference Margins Hit 80%. Why Hasn't AI Pricing Moved?
I separate what AI firms report as margin from what cloud providers actually charge for inference.
BusinessInsightful's 92% Utilization Score Doesn't Add Up
A vendor's own CEO says scores above 90% look suspicious, even as its customer testimonials brag about hitting 92%.
SocietyMy Laptop Got Stuck on 'Thinking' Forever
Running Qwen 3.8 27B locally, I got no answer—only an endless "thinking" spinner—until I traced it to mismatched default settings.
AI & TechKentucky Mother and Daughter Reverse $26M Land Deal
A Kentucky mother and daughter signed a $26.48 million land deal, then reversed it after an NDA hid what the buyer really wanted.
SocietyStripe Bought OpenRouter—Already Its Own Payment Customer
OpenRouter earns just 5.5% on credit top-ups, and Stripe was already processing those very payments before the acquisition.
BusinessNvidia Raises Server Prices 15% on Memory Costs
Nvidia admitted it can no longer absorb rising memory costs, and that says a lot about where AI chip competition is headed.
AI & TechWhy Alibaba Put 51 Billion Parameters in CPU RAM
Alibaba stores 51 billion N-gram parameters in server RAM, not GPU HBM—raising questions about its release-night numbers.
AI & TechWhy AI Agents Could Send Server CPU Demand 6x by 2030
BofA forecasts the server CPU market—long seen as GPU's sidekick—will grow sixfold to $210 billion by 2030.
AI & TechWhy Legal Adopted AI Agents First, Not Engineering
Legal's Codex usage jumped 108x since February, far outpacing engineering's 5x—and Google's first industry AI targets finance and law.
BusinessWhy Renaming Giorgione Turns a True Sentence False
A 1971 philosophy argument shows why being identical doesn't guarantee two names are interchangeable.
AI & TechBerners-Lee's Model URL Died in Four Months
His own 1998 essay on link rot still loads today, but the URL he praised as a good example vanished within months.
AI & TechJD.com's 150,000 Free Helmets — and One Hidden Camera
JD's free smart helmets for delivery riders hide a built-in camera, and I wonder who profits from that first-person footage.
SocietyHow Corporate Reports Shaped ChatGPT's Writing Style
ChatGPT now uses em dashes less often than humans do, and The Economist's 1.2M-word comparison reveals four real markers of AI prose.
AI & Tech