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Summary
- add SQLAlchemy current-state tables for Transactions and Alerts plus append-only audit history
- wire scoring persistence into the transaction scoring API when a database URL is configured ...
Summary
The platform was strong at assessment but the learning loop was open: nothing acted on detected weakness, doubt-chat was
topic-generic (not grounded in a student s actual mistake), there was no ...
KRITIK duzeltme: eski createAutoLot a tx param ekle notu yaniltici - createAutoLot icinde 3-retry (tx te calismaz) +
hata yutuyor (best-effort). Dogru yaklasim: tx e ALMA, kapsam output+session+plan, lot ...
This PR was created by qwen-chat coder for task 3af13f53-1ca1-49e5-817a-34c6859ce60d.
Root cause
Manager issue rules were too broad: closed acknowledgements, delivery/payment/service dialogs, and customer complaints
could still be tagged as manager problems.
Fix
- Make manager_issues ...
Summary
- Add a flagged structured-output supervisor/classifier adapter for the helpdesk graph while preserving deterministic
fallback behavior.
- Wrap helpdesk read/write capabilities as bindable ...