74kon GitHub#1 on Hacker News
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Local tools for agents that say less, remember what matters, and keep every technical detail intact. Each product below is working—not a poster.
Auth: validate email pre-insert; reject disposable domains; keep `oauth_callback`; log `organization_id` + `request_id`; omit query/secrets; test valid/malformed/duplicate; return `invalid_email`.
illustrative rewrite · not production engine output
loop
/spec
SPEC.md
/build
2 files
/check
tests
# auth invariant
org_id := jwt.claim
never request.body
tsconfig.paths. Add alias. Rebuild.const cave = new Cave({ baseURL })
await cave.compress(json)
return recoveryHandle
cave = Cave(base_url=url)
result = cave.compress(data)
print(recovery_handle)
tool caveman_compress
input JSON · logs · schemas
output inferred · CCR handle
Measure provider usage, rank inferred headroom, and run guarded experiments. Unknown usage stays unavailable, unknown prices stay unpriced, and automatic signing remains off.
Complete provider-reported usage is priced from the public catalog. Incomplete usage and unknown models remain visibly unpriced, never guessed.
Compression moved from prompt into weights, then tested in public. Open models, reproducible numbers, and experiments that say where they lose.
fine-tune of google/gemma-4-31B-it · QLoRA r16 · MIT · weights inherit Gemma terms
Get the weights →Text into PNG. When it wins, when it loses.
Read now →73k stars for a prompt that drops articles.
Read now →Savings at held quality. Cost per correct task.
Read now →Why verified savings starts at nothing.
Read now →Every number here is live and cited — held to the same honesty we hold our own metering to.
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