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Absence bugs as obligations rather than flows: obligated operations and discharger kinds as closed facts, obligation shapes learned from trusted pairs, the application's policy recovered from sibling-handler consistency and an optional declared policy file, path-aware evaluation with a function-local degraded mode, honest rungs below proof, an `obligations` improve lever under the holdout gate. Depends on reachability-flow-model and guard-dominance-regime; the roadmap marks reachability as the critical path for two consumers. Co-Authored-By: Claude Fable 5.1 <[email protected]> Claude-Session: https://claude.ai/code/session_01T7XD7x5KonMdmGRkp63EQG