000 — CANDIDATE · the needle is the score
Watch an LLM read the job market honestly.
Pick a candidate. Real postings from this morning's sweep stream through deterministic eligibility gates, the survivors get scored live by Claude with the reasoning shown — and most jobs are a bad fit, which it says out loud.
loading today's sweep…
000 · WHO'S LOOKING?
Processed in-memory for this one scoring run. Never stored, never logged, never used for anything else.
one Claude call · ~1¢ · rate-limited + budget-capped — that's part of the demo
090 — GATES
Eligibility gates
Deterministic, instant, free — the pipeline's own prefilter verdicts on today's real postings. No tokens spent saying no.
180 — SCORING
Live scoring
The gate survivors go to Claude with JobScout's honest rubric. The needle is the score: fit 0–100 sweeps 270°, and the band it lands on selects the route — auto ≥80, ping 70–79, unsure 55–69, near-miss below.
scoring with Claude…