Unverified60% confidenceOpinionExact time
Going from demo to production involves engineering challenges such as cost control, latency optimization, error recovery, and observability, which is the root cause of many agent projects being unusable.
2
Sources
60%
Confidence
Long-term
Relevance
9/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn many production-grade agents, cost attribution and model traceability remain deferred problems, and engineering practices often lag behind system complexity.77% similarUnverifiedMany Agents lack error recovery mechanisms during the development phase; a single step failure can lead to infinite retries that burn tokens and cost, or a direct crash and exit.76% similarUnverified一旦项目脱离Demo阶段进入生产，模型的选择就变得不那么关键，真正困难的是状态管理、失败重试、人工审批、可观测性、权限控制、调试与恢复76% similarVerifiedMany Agent projects fail not because the technology cannot be built, but because from the very beginning it was not thought through whether the scenario truly requires an Agent.74% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/911327API
curl https://kongchang.com/api/v1/knowledge/claims/911327MCP
get_claim(id=911327)