from __future__ import annotations from app.agents.schemas.learning import LearningDecision, SessionRetrospective def build_learning_audit_entry(retrospective: SessionRetrospective) -> dict[str, object]: decision = retrospective.learning_decision return { "retrospective_id": retrospective.retrospective_id, "decision": decision.decision if isinstance(decision, LearningDecision) else None, "explanation": decision.explanation if isinstance(decision, LearningDecision) else None, "signal_count": len(retrospective.learning_signals), "pattern_count": len(retrospective.pattern_candidates), "skill_candidate_count": len(retrospective.skill_candidates), "outcome": retrospective.outcome, }