858c12280a1dca0b3b437af011e0d4ccb5fe4df9
Validation (llm_news_eval.py harness + 78-headline golden CSV + verdict doc): headline scoring 78/78 vs keyword baseline 24/78 — validated; event gold-direction calls misread close K/M numeric comparisons ~11% of the time (both claims cases in sample, JOLTS 8.79M vs 8.84M). Fix: event payload now carries code-computed "vs_forecast" (from EconomicEvent.surprise) and the prompt gains an explicit inverted- metrics rule + worked claims example — iteration 1 (field alone) fixed the arithmetic but exposed a masked inversion error. 18/18 on live re-verification (4 misreads fixed, 11 regression cases clean, 3 fresh both-side probes). /status: new "News & AI" section — per-source health for the calendar chain (which of FF/MyFXBook served), each RSS feed, and DeepSeek (daily count, last error kind), written passively by the existing fetch paths under _cache_lock. Failures WARN once on transition (repeats DEBUG, recovery INFO) so the rotating log carries outage stories without 10-min spam. test_all.py: +5 Module 19 tests (351 total); also carries the Module 22 fixed-RR-TP tests from the prior research session (shared file). Replay artifacts dir gitignored like commit_ladder. Claude-Session: https://claude.ai/code/session_017mbXs9HRawZhD1uZ3ze7zQ
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