Deep dive
You now enforce deterministic flow grounding via the Grounding Integrity Gate and route calls by number-specific context. You validate flows across L1-L4 levels using the centralized JsonMaintenanceRequestStore.
PR#10 fixed unverified changes and rigid phone routing in the riff repo. You implemented the Grounding Integrity Gate to catch false positives in affirmation detection. The new phone_server logic injects prior-call context for per-number flow selection. A global JSON-backed preference store now validates flow quality across L1-L4 testing levels.
Kill-switched rollout for high-risk logic changes
Multi-level validation framework (L1-L4) with state tracking
Context-aware routing with prior-call injection
Surface-form matching with negator/hedge handling
Use grounding_gate_demo to log and review affirmation matches.
Configure phone_server to select flows based on caller ID history.
Run L2 stub tests to catch agent stalling before real traffic.
Store user preferences in JsonMaintenanceRequestStore for consistent access.