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How LLMs Generate Tokens in Production
A walkthrough of the path from prompt text to generated tokens, and why production LLM serving is really about schedu...
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Omotenashi, A Week of Noticing in Tokyo
I spent a week in Tokyo for the ClickHouse offsite and I couldn’t stop noticing the small design choices that made li...
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LLM Benchmarks Are Flatlined. Task Horizons Are Not.
The headline accuracy numbers on standard benchmarks have stagnated. MMLU, TruthfulQA, HellaSwag: the top models have...
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Ditch grep and Speed up Claude Code with LSPs
Grep is a text search. Code is not text. It’s a graph of symbols, types, and call chains. That gap is where Claude wa...
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AI B*llsh*tting
Spotting AI Lies: How to Know When Your LLM is BS-ing
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Edit Survival
Edit Survival - Quality metrics for AI coding agents
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How To Write A Coding Agent In 169 Lines Of Python
Writing a minimal coding agent from scratch with no hidden magic. Just prompts, tool calls and a loop.