Unverified50% confidenceSolutionExact time
The architectural fix is to separate the retrieval stage and the authorization stage: the retrieval stage produces a candidate set based on semantic relevance without making permission claims, and the authorization stage takes the candidate documents and performs a synchronous query against the live source of truth (the governance layer).
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe key value of this solution is that the generated remediation plans are pre-validated, meaning engineers receive specific actions whose feasibility has already been checked rather than drafts they must evaluate themselves.63% similarUnverifiedThis solution advocates building traceable, source-supported answers into the system from the very beginning of the evaluation pipeline, rather than as a post-hoc remedy.63% similarUnverifiedEPOCH implements an evidence-governed discovery loop composed of five core components: explicit task contracts, typed memory, active falsification, admission checks, and independent replication.62% similarUnverifiedDuring the engineering implementation phase, attention must be paid to the data feedback loop and effectiveness evaluation, including log collection, performance tracking, and continuous optimization.62% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1006027API
curl https://kongchang.com/api/v1/knowledge/claims/1006027MCP
get_claim(id=1006027)