Unverified50% confidenceFactExact time
The agent compiled each finding into an executable test, and the test suite scans the entire corpus in only 0.7 seconds of wall-clock time without a GPU.
1
Sources
50%
Confidence
Long-term
Relevance
10/23/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedAfter the first verification artifact is generated, it can be quickly evaluated at another operating point; benchmarks show that re-running an artifact takes approximately 12 milliseconds.70% similarUnverifiedAn agent's self-correction depends on immediate verification: generating code, running tests and adjusting based on failure information need to complete multiple rounds within one or two minutes.69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1088207API
curl https://kongchang.com/api/v1/knowledge/claims/1088207MCP
get_claim(id=1088207)