Unverified50% confidenceSolutionExact time
Khoj adopts an "Agent proposes, code adjudicates" architecture: a deterministic verifier recomputes scores from the graph before a finding is saved, checks conclusions against fixed rules, and rejects any evidence that mentions an entity the tools never returned, with numbers the model produces itself always replaced by computed values.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
Related Entities
Related Claims
Unverifiedagentverify computes hash fingerprints of (model, prompt, tool schema, policy), and once any of them changes it automatically re-verifies and marks the regressed parts.71% similarUnverified最有价值的Agent指令是那些能被明确验证的，如'提交前必须通过npm test'，相比模糊指令更能影响Agent行为65% similarUnverifiedThe mechanism of typed certificates and replayable traces shifts the focus of verification from trusting the model's self-report to checking reproducible evidence, and as stated in the original article, it is indeed effective.65% similarUnverifiedIn contradiction verification tasks, the multi-step agentic verification approach with tool calls performed worse than a single prompt.65% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1062679API
curl https://kongchang.com/api/v1/knowledge/claims/1062679MCP
get_claim(id=1062679)