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I built a tool that turns repeated file reads into 13-token references. My AI Coding sessions now use 86% fewer tokens on file-heavy tasks based on mathematics and research. [P]

Via r/MachineLearning
Tuesday, Apr 14, 2026 · 6:30PM
Summary

I got tired of watching Claude Code re-read the same files over and over. A 2,000-token file read 5 times = 10,000 tokens gone. So I built sqz. The key insight: most token waste isn't from verbose content - it's from repetition. sqz keeps a SHA-256 content cache. First read compresses normally. Ever

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