GitHub · by Ateeq
Tocsin
22.8M log lines grouped into patterns, then one question each.
Ateeq
@TPateeq
I used Jev to solve a problem every agent eventually runs into: reading logs. 22.8M lines, and running an LLM on every one would've cost $1,120. Tocsin groups them into 11,812 repeating patterns, then asks Jev about each pattern once. 6 minutes, 64 cents, 123 patterns that actually needed to be looked at. http://github.com/TPAteeq/tocsin The paging policy is just a prompt. You tell it what should wake someone up at 3 am and what's just another log line.
Sep 18, 2026 · 13 likesOpen on X
Ateeq built Tocsin for the problem every agent hits: reading logs. Running an LLM over 22.8 million lines would have cost $1,120. Tocsin groups them into 11,812 repeating patterns and asks Jev about each pattern once. That took six minutes and 64 cents, and left 123 patterns worth looking at. The paging policy is a prompt: you say what should wake someone at 3 am.
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