- Replace provenance-based quality with contextuality validation framework
- Add evidence link tracking system (onboarding:key and alert:id formats)
- Implement plan contextuality validation function with configurable thresholds
- Calculate task-level context scores based on evidence link density
- Define contextual workflows (>65% threshold) vs low-context workflows (<65%)
- Add validation in plan persistence layer before database commit
- Integrate contextuality metrics into release readiness checks
- Add recovery strategies for low-context workflows (regeneration with guidance)
- Track evidence link validity against grounding context (onboarding data, alerts)
- Provide detailed contextuality reports in quality assessments
- Maintain backward compatibility while enabling contextual workflow detection