# ai-coding

Garry Tan argues the real breakthrough in AI coding is not speed. It's turning tests, docs, and evals into a forward-only quality ratchet, so every change locks in what the team learned and makes the codebase harder to silently degrade.

After analyzing the leaked Claude Code source, SemiAnalysis dropped a bombshell: TypeScript is no longer a language humans write — it is a language AI produces, consumes, and evolves. From a three-layer memory architecture to the autonomous agent mode KAIROS, from security holes to the new role of static types, this post breaks down what 600,000 leaked lines actually reveal.

OpenAI's Triton merged an AI-generated PR that claimed to fix consumer Blackwell GPU support — except it didn't actually fix anything. NVIDIA's PyTorch tech lead personally called it out as pure slop. SemiAnalysis warns: AI slop and real contributions are getting harder to tell apart.