Without atomic claims, contradiction handling becomes much harder to govern so that conflict management depends on claim-level granularity.

Without atomic claims, provenance, policy, contradiction handling, and learning all become much harder to govern.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

contradiction handling

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

much harder to govern

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf