feat: Cognito Agent Phase 5 - Uncertainty-Based Escalation#7
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- Implemented `aggregate_uncertainty` in `app/core/uncertainty.py`.
- Added `generate_with_uncertainty` to `BackendClient` to collect aggregated metrics.
- Added `ESCALATION_ROUTING` to define higher-capacity fallback models.
- Integrated adaptive escalation in `SemanticOrchestrator`:
- Automatically retries subtasks once if uncertainty exceeds 0.6.
- Tracks and logs escalation events.
- Reports escalation status in routing metadata.
- Implemented one-time warnings for backends not supporting logprobs.
- Comprehensive test suite for aggregation, client metrics, and escalation logic.
- Updated README with Phase 5 documentation.
Co-authored-by: Axlfc <14998495+Axlfc@users.noreply.github.com>
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aggregate_uncertaintyinapp/core/uncertainty.py.generate_with_uncertaintytoBackendClientto collect aggregated metrics.ESCALATION_ROUTINGto define higher-capacity fallback models.SemanticOrchestrator: