Unverified50% confidenceFactExact time
Graphiti's contradiction-triggers-invalidation mechanism is exemplary (old edges are retained and marked with expired_at), and its evaluation story is the most complete of the three (unit tests + end-to-end tests + LongMemEval oracle), but it has gaps in the audit sink and unscoped search.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/16/2026
First Seen
Valid until: 1/14/2027
Sources
Related Entities
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