Unverified50% confidenceOpinionExact time
No architecture currently exists that can completely bypass the problem of Agents forming "strange trajectories" due to bidirectional feedback, unless a human with judgment intervenes at key junctures.
1
Sources
50%
Confidence
Long-term
Relevance
10/27/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedRAG is essentially still a passive response mode of one question and one answer, lacking the ability to proactively plan or continuously execute multi-step tasks.72% similarUnverifiedLatent space reasoning lacks natural supervision signals—there is no ground truth to determine whether a given hidden vector represents correct thinking—which remains an engineering challenge that has not been fully resolved.70% similarUnverifiedThe stability of agent oversight behavior, the conditions under which it emerges, and whether it will evolve into collusion among agents rather than checks and balances currently have no answers.70% similarUnverifiedThe core limitation of Chain is that there is no going back and no way to correct errors, which is why it cannot become an Agent capable of independent reasoning.70% similarUnverifiedCurrent autonomous agents still lack reliable progress awareness and termination judgment on long-chain tasks.70% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1103903API
curl https://kongchang.com/api/v1/knowledge/claims/1103903MCP
get_claim(id=1103903)