Archive
The complete INLEVEL9 archive of analysis across technology, economics, and the humanities.
2026
Why a Freelance Coder Delivers Food Every Night
A Chengdu developer's delivery earnings match his rent to the yuan—a window into freelance wages and Korea's platform labor data.
BusinessSolve 12 Problems With AI, Then Quit Faster Alone
MIT, Wharton, and Carnegie Mellon studies suggest AI use may weaken persistence and critical thinking, with limited samples and timeframes.
SocietyHousehold Wealth Rose $40T—Only 20% From Real Investment
MGI's global balance sheet update shows most of this year's wealth gain was paper markups, not new factories or homes.
BusinessWhy We Outsource Judgment Despite Our 20-Watt Brain
AI models can be copied and run anywhere, but that convenience is quietly training us to skip the step of checking the results.
AI & TechClaude Held Back From Blackmail Because It Sensed a Test
Anthropic's interpretability research suggests Claude's restraint stemmed partly from recognizing it was being evaluated.
AI & TechDeepSeek's First Funding Round: The Founder Keeps Control
Liang Wenfeng answered 118 questions in four hours, insisting he wanted no more—yet control defined every deal term.
BusinessHuang Defends Chinese AI Models Hours After Bessent's Warning
The same day Bessent threatened sanctions, Nvidia's Huang praised China's open models—read why their stakes differ.
BusinessChina Completes 1GW Chip-Only Data Center, Weighs Export Ban
Beijing weighs blocking AI model and chip IP exports as a local firm powers a 1GW data center entirely on domestic chips.
BusinessHow Aging Strains Pension Funding in Europe and Korea
As populations age, the ratio of contributors to retirees is shifting fast—here's how Europe's and Korea's pension systems differ.
BusinessGemini 3.6 Flash: Why Cost-Per-Task Beats Price-Per-Token
The real competition now is which model finishes the same job using fewer tokens, not which one charges less per token.
BusinessAI Took the Grunt Work—So Juniors Lost Their Classroom
As AI absorbs entry-level tasks, the informal apprenticeship that once trained juniors is quietly disappearing.
BusinessAfter AI Help, Solo Accuracy Fell Below Control Group
In one test, a group that got AI help scored 57% on the final unaided problem vs. 73% for those who worked alone throughout.
SocietyNewspaper Stocks Fell Years Before Profits Did
A 2002-2007 newspaper stock chart shows how investors can price in a decline long before earnings confirm it.
BusinessIn Karur, Textile Workers Wear GoPros to Train Robots
Workers in a Tamil Nadu factory film their daily chores to generate training data for future robots—but who owns that data?
Society3,800 Hours: How a BCI Restored an ALS Patient's Voice
A brain implant let an ALS patient speak nearly 2 million words at home over two years, without researchers present.
AI & TechEU Levies €3 Per Item Type on Small Parcels
From shirts to sunglasses, each item category adds €3 — here's how the math works and what it means for Temu and Shein.
BusinessAI Companion Devices Are Coming With Cameras Built In
Reports on OpenAI's new device and Meta's smart glasses raise questions about what always-on companions actually collect.
AI & TechWhy Palantir Declared 'SaaS Is Dead' After 85% Growth
Palantir's blunt claim points to a deeper shift from seat-based subscriptions toward outcome-based software pricing.
BusinessSame Frontier Model, Different China Sales Rules
OpenAI, Google, and Anthropic draw different lines on serving Chinese firms' overseas units with AI.
SocietyGallup Data Links Low AI Use to Tech Layoffs
A correlation between AI usage and layoffs isn't proof of causation—here's what else to check first.
Society'Rested' vs. NEET: Why the Youth Stats Don't Match
Korea's 'rested' status and Britain's NEET measure different age groups and definitions, complicating youth comparisons.
SocietyRemote Work and Rising Mental Distress, 2011-2024
A Science study tracked 588,322 US survey respondents from 2011 to 2024, linking remote work to rising isolation and distress.
SocietyCheck Client Logos Before Signing That GEO Contract
Before trusting 'guaranteed exposure' pitches, here's how to verify the evidence and contract terms behind them.
AI & TechWhy Transformer Shortages Are Stalling AI Data Centers
Moratorium bills, grid bottlenecks, and community pushback are turning announced data center capacity into a much murkier real-world timeline.
Business