Unverified50% confidenceFactExact time
Range-based confidence gates cannot demonstrate that old-task behavior remains unchanged within a reasonable interaction budget.
1
Sources
50%
Confidence
Long-term
Relevance
9/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe disappearance of the quality gap solves the cost problem but does not automatically resolve issues of trust and data compliance.70% similarUnverifiedThe core bottleneck hindering the deployment of long-cycle Agents is the lack of a robust trust system, not insufficient model capabilities.67% similarUnverifiedPlanFence does not improve task completion correctness, but rather addresses coordination safety, ensuring that agents do not execute irreversible external actions when a plan has become invalid.67% similarUnverifiedPrompt engineering techniques such as chain-of-thought, few-shot prompting, and self-consistency cannot enable a model to access information beyond its training cutoff date, cannot guarantee the precision of floating-point arithmetic, and cannot handle external files the model has never seen.66% similarUnverifiedTraditional evaluation metrics centered on task completion may fail to capture strategic behavior by agents at the collective level.65% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/916387API
curl https://kongchang.com/api/v1/knowledge/claims/916387MCP
get_claim(id=916387)