Unverified50% confidenceCautionExact time
Using 'fewer visible errors' as a self-optimization signal induces the system to relax its screening criteria, steering it toward a direction that appears better but is in fact more dangerous.
1
Sources
50%
Confidence
Long-term
Relevance
10/9/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedExposing too little in observations makes the task unsolvable, while exposing too much may allow the agent to take shortcuts.79% similarUnverifiedRecommendations for addressing the failure of surrogate indicators include shifting to process-based assessment, emphasizing human-AI collaboration skills, and seeking new credible signals such as live performance and long-term consistency that are harder to fake in a short period of time.77% similarUnverifiedWhen prior knowledge about possible fault patterns is available, selecting a sparse penalty structure that matches them often yields significant performance gains over general-purpose algorithms77% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/990423API
curl https://kongchang.com/api/v1/knowledge/claims/990423MCP
get_claim(id=990423)