Denis Stetskov

@techtrenches.dev

Running distributed dev teams through 4 years of war. Tech Trenches newsletter → techtrenches.dev

~1,000 dead in France this week. The 400-euro fix is banned by facade rules. The same reflex that guards the facade stopped building reactors, batteries, companies. Europe is spending an inheritance it can't replace. techtrenches.dev/p/europe-run...

Europe's Heatwave and the Continent That Stopped Building

France logged around 1,000 heat deaths while a cheap air conditioner stays banned by facade rules. The same reflex stopped Europe building anything new.

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Watching everyone is cheap now. The only thing missing is a reason good enough to make it normal. Terrorism, children, safety. The reason is always real, and the freedom is always smaller after. The machine is built. A reason is always found. techtrenches.dev/p/the-cost-o...

AI Surveillance: Age Verification Meets Your Chat Logs

Age verification and AI chat logs are converging into one surveillance chain. The only thing that ever protected you was the cost of reading you. It's gone.

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OpenAI guaranteed DeployCo investors a 17.5% annual return. On what? A business that hires humans to make AI work inside companies. The same OpenAI that spent two years saying AI replaces humans just underwrote a 17.5% yield on humans. techtrenches.dev/p/when-your-...

AI Vendors Spent $5.5B on Human Supervision

OpenAI launched a $4B consulting company. Anthropic launched a $1.5B JV. Both sell human supervision for their own models to enterprises that can't deploy AI on their own.

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Fable 5 launched Tuesday. The US government pulled it Friday at 5:21 PM for every non-citizen on earth, including Anthropic's own employees. Europe spent 3 years writing AI regulations. The US just made them irrelevant with one letter. techtrenches.dev/p/europe-reg...

Europe Regulated Itself Out of the AI Race

Meta's €1.2B fine: three days of revenue. Aleph Alpha's $500M: a dead company. Same rules. Now the US restricts frontier AI to Americans only.

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Anthropic's entire brand was a single binding safety pledge. The month it got expensive, they deleted it, then filed for ipo at $965b, and 3 days later said the industry should slow down, the rule was theirs when it sold. Once it cost them,it's the industry's problem techtrenches.dev/p/anthropic-...

Anthropic Kept Every Promise It Could Afford

Anthropic made one binding safety promise in 2023 and removed it the month it got expensive. The chronology, from $4 billion to a $965 billion IPO

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96% on Anthropic's stage Monday. 99% at Investor Day Wednesday. It went up before the slides changed. Broke down every primary source behind Spotify's AI coding narrative.What Honk actually does, what 15 years of infrastructure look like, and why none of it transfers techtrenches.dev/p/honk-is-no...

Honk Is Not Magic. Spotify's AI Is 15 Years of Infrastructure

Spotify told investors 99% of engineers use AI weekly. Their engineering blog tells a different story. Five stages, four months, and numbers that only go up.

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canvas got hacked through a free teacher account. 30 million students. patched it once, hackers came back a week later. put a ransom note on the login page. during finals. the entry point was a feature nobody thought to audit. it always is.

GM just fired 600 IT people and is hiring "AI-native developers" instead. They call it a skills swap. The people who know how GM's systems actually work leave. The people who know AI but have never seen the systems arrive. The knowledge just vanishes. Nobody notices until production breaks.

Shell shortage nearly cost Ukraine the war. FPV drones fixed that. Then Russia put them on fiber optic cable and they became unjammable. Now AI data centers are buying up the same fiber. Price went from $4 to $50/km. A Starlink terminal costs less than one spool. techtrenches.dev/p/silicon-va...

How AI's $660B Appetite Is Starving Ukraine's Drones

Meta signed a $6B fiber deal. Same month, a Ukrainian drone factory halted orders. Same fiber. Same factories. Different buyers. The math doesn't work.

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Palantir CEO is in Kyiv today meeting Zelensky. 100+ companies training 80+ AI models on real combat data. drone interception, target detection. While Silicon Valley argues about benchmarks, Ukraine is testing AI where failure means people die.

NVIDIA made $120B profit. OpenAI lost $14B. Same economy, two different bubbles. The infrastructure layer prints money. The application layer burns it. And every query costs compute, so scale doesn't fix the math. Who survives the correction? techtrenches.dev/p/the-ai-ind...

The AI Economy Has Two Bubbles. Only One Survives.

The AI economy is two bubbles: infrastructure profits ($120B NVIDIA), applications burn cash (-$14B OpenAI). Subsidies are ending. Who can actually pay?

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We trained AI on 518 million GitHub repos. Most of them are student projects, abandoned prototypes, and unreviewed Stack Overflow pastes. Then we were surprised that the output is mediocre. The model isn't broken. It learned exactly what we taught it. techtrenches.dev/p/ai-is-a-mi...

Why AI-Generated Code Gets Worse Over Time, Not Better

CMU tracked 807 repos after Cursor adoption. Complexity up 41%. Warnings up 30%. Copilot output now trains the next model. The feedback loop is already closing.

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AI that actually matters: Michigan researchers trained a model to diagnose heart conditions from a basic EKG strip. Previously needed: expensive MRI, specialist, big hospital. Now needed: 10 seconds, basic equipment any ER has. Not another chatbot. Medicine that scales to where doctors aren't.

4x token throughput on NVIDIA's Nemotron 3 Nano. 1M context window. We've been testing inference costs across our clients' projects. Parameter count stopped mattering 6 months ago. Cost per token is all anyone asks about now. The "biggest model" era is over.