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Overview
AI-native Full Stack engineer with a track record of leading product teams and scaling ventures to tens of millions in revenue using cutting-edge AI development tools.
News
I checked 57 repos whose CLAUDE.md bans the any type. One in eight turns the rule off.
Of 57 public repos whose CLAUDE.md or AGENTS.md tells the coding agent never to use the any type, only 46% back the ban with a hard lint error; one in eight ships a config that sets the rule off. A hand-verified census, and a deterministic experiment show
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Caveman Promises 65% Fewer Tokens. My Bill Didn't Move.
Caveman, a wildly popular Claude Code plugin, promises to cut your AI coding tokens by 65% by making the model drop the filler and grunt. It works - the model really does write less. But those words are only 0.6% of a real session's tokens and 20% of its
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Verification Is All You Need
An AI agent runs unattended exactly as far as you can verify its output cheaply, deterministically, and many times a night. That line doesn't split backend from frontend - it cuts diagonally: CRUD is cheap to check, the concurrent backend and the rendered
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The invoice was dead. Then it took your money.
A voided invoice that still captured a payment - green tests, red ledger, and a bug that lived in the ordering, not in any single line. When you can't delete a bad state, you verify it: state machines, covering arrays, model checking, and a spec that's no
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Passed every test. Still took down prod.
It passed every test and still took down prod - the bug wasn't a bad line, it was a state nobody enumerated. An LLM writes half your code now and nobody reads every line, so the state space is the only contract you can still enforce. A discriminated union
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