Choice cards used a hardcoded domain menu and always asked existence.
Rank scoring layers by remaining-minute entropy, keep finance and health
volunteer-only, and ask D9/D10 style or exam quality so taps match outcomes.
Co-authored-by: Cursor <cursoragent@cursor.com>
Coverage-complete ties stayed in discrimination because whole-window D9/D24 follow-ups were treated as probes, and restated dates inserted duplicate evidence. Skip encoded remaining layers, ask leftover D4 or offer a provisional range, and dedupe dated rows by kind and date.
Co-authored-by: Cursor <cursoragent@cursor.com>
Coverage-complete ties never persisted A/B/C/D because contrast probes were stamped with an answered education quality probe, remaining minutes were asked as window D10 signs, and 「没有了」 missed the stop pattern.
Co-authored-by: Cursor <cursoragent@cursor.com>
The staging quality gate already passed 2006 frontend tests, then ESLint failed on prefer-const in the BUG-367 test helper.
Co-authored-by: Cursor <cursoragent@cursor.com>
Clicking A/B/C/D or stop must persist the answer, close the probe, and
update posteriors in one idempotent transaction instead of sending the
option text as a chat message.
Co-authored-by: Cursor <cursoragent@cursor.com>
Engine result rows stay immutable. Choice answers append transitions, and reads overlay the latest revision instead of patching the cached receipt.
Co-authored-by: Cursor <cursoragent@cursor.com>
Choice C/D without new evidence never changed the candidate posterior until the next dated-event rescore, and persist-v2 would cache-hit on the same evidence fingerprint. Patch the latest decision_receipt.inference_state in place so the next follow-up sees the asked split immediately.
Co-authored-by: Cursor <cursoragent@cursor.com>