Unverified50% confidenceSolutionExact time
The test uses a zero-mulligan protocol where game states are locked with a SHA-256 hash before the model is prompted, and the model must return a precise JSON action within 256 tokens, otherwise a score of zero is recorded.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedCommon strategies for mitigating AI testing reproducibility issues include setting temperature to 0, using hard-coded selectors for key assertions, and recording the agent's complete decision trajectory.60% similarUnverifiedThe naive gate function only compares the stored diff_sha256 hash and whether the verdict is pass, ignoring checks on the model id, workspace generation, and review rationale59% similarUnverifiedCode correctness can obtain a deterministic 0/1 signal through unit testing, and this high-quality, low-cost reward signal makes reinforcement learning far more efficient in code scenarios than in natural language scenarios.58% similarUnverifiedSlop Code Bench's approach is to first have the model build a project from scratch, then continuously append features, with each challenge containing 3 to 10 checkpoints.58% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1003553API
curl https://kongchang.com/api/v1/knowledge/claims/1003553MCP
get_claim(id=1003553)