Unverified50% confidenceSolutionExact time
Recall should return the original stored records rather than rewritten versions, and return hits together with their sources to enable cross-session continuity.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
VerifiedThe semantic caching mechanism vectorizes and stores historical responses to similar requests, and when semantic similarity exceeds a threshold, it directly returns cached results to reduce upstream API call frequency and costs70% similarUnverifiedWhen context becomes too long, history should be organized in segments while retaining recent results, and if necessary a new web conversation with progress should be continued; when the response format is wrong, return it to the model for correction, and if it is still wrong, stop—never execute by guessing.67% similarUnverifiedReplication refers to re-running with entirely new data while keeping the historical configuration unchanged, to see whether previous findings recur.67% similarUnverifiedThis solution uses PostgreSQL's upsert mechanism to handle duplicate submissions, updating the existing record rather than creating a new one when the same record arrives again.65% similarUnverifiedImmutable data means that once a data structure is created it cannot be modified, and any update operation returns a new copy of the data.65% similar
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