My daily particle audit system for natural output

Published on Thursday, July 16, 2026

2 comments

You need to treat particles like an audit. Phase 1 is logging every topic marker you hear during your 0500 audio block. Phase 2 is the daily fifteen-minute tracking sheet comparison. Don't just talk, you have to run weekly particle audits on your recorded speech logs or you'll never clear the Phase 3 benchmark.

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