Tocsin triages 22.8M log lines to 123 pages for $0.64 with Jev

Ateeq used Jev to solve a problem every agent eventually runs into: reading logs. Tocsin groups 22.8M log lines into 11,812 repeating patterns, then asks Jev about each pattern once — 6 minutes and 64 cents (vs $1,120 to run an LLM on every line), surfacing 123 patterns that actually needed a look. The paging policy is just a prompt: you tell it what should wake someone up at 3am and what's just another log line. — @TPateeq (3 likes)