Unverified50% confidenceOpinionExact time
When the world changes on its own, an outdated belief is a reliability bug; when someone deliberately changes the world, it becomes a vulnerability, and the mechanism of the two is exactly the same.
1
Sources
50%
Confidence
Long-term
Relevance
10/14/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe behavioral predictability of self-modifying agents will decrease significantly; a single erroneous self-modification may cause the agent to deviate from its intended goals or enter an unrecoverable failure state.63% similarUnverifiedIf those who make wrong decisions never truly bear the consequences, wrong decisions will keep recurring.61% similarUnverifiedTreating inexplicable failures as the norm erodes debugging capabilities, system trust, and introduces security and compliance risks.59% similarUnverifiedBeing able to predict the future and being able to infer the correct action are two entirely different things.59% similarUnverifiedSelf-improving agents face the challenge of experience reliability, as experience accumulated over time may no longer match the current environment (distributional drift).59% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1030580API
curl https://kongchang.com/api/v1/knowledge/claims/1030580MCP
get_claim(id=1030580)