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Apply full refactor updates plus pipeline/email UX confirmations
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# Phase 02 Tasks
## Transition Engine
- [ ] Implement transition guard and mutation logic.
- [ ] Implement optimistic concurrency handling.
- [ ] Implement transition event and audit emission.
## Filtering and Routing
- [ ] Implement deterministic gate-first pipeline.
- [ ] Implement confidence band decision handling.
- [ ] Implement routing rule engine with explainability payloads.
## Assignment
- [ ] Implement assignment preview and execute parity.
- [ ] Implement coverage guarantee and overflow semantics.
- [ ] Implement assignment metrics output.
## Live Runtime
- [ ] Implement admin cursor operations and conflict-safe update model.
- [ ] Implement cohort window control.
- [ ] Implement real-time event propagation path.
## Notifications and Audit
- [ ] Implement default event producers for stage transitions and outcomes.
- [ ] Implement immutable audit payload structure.