Unverified50% confidenceOpinionExact time
The ART paradigm offers an engineering path: letting the model leave verifiable traces at every step, so that errors are easier to detect and correct within the process.
1
Sources
50%
Confidence
Long-term
Relevance
10/30/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedEvery tool call and model call should be instrumented to ensure traceability when issues arise.75% similarUnverified智能体工程强调Plan-Change-Test-Verify循环，验证步骤能让智能体自行检查工作是否正常运行，失败时回到规划阶段72% similarUnverifiedVerification needs to be embedded in the workflow rather than serving as a slow final gate, with the goal of finding and fixing problems at the source while the agent or developer still has the context needed to solve them.69% similarUnverifiedThe workflow includes a deduplication design that checks whether a lead has already been processed, to avoid repeated assessments and duplicate notifications.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1115326API
curl https://kongchang.com/api/v1/knowledge/claims/1115326MCP
get_claim(id=1115326)