Unverified50% confidenceFactExact time
In polling scenarios for slow AI jobs, idempotency means every status query changes neither the job state nor triggers a new generation, so the client can safely refresh at high frequency.
1
Sources
50%
Confidence
Long-term
Relevance
10/20/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedAI agents typically complete tool calls within milliseconds and proceed to the next step, unable to wait for the final result of asynchronous operations, making eventual consistency issues particularly prominent.75% similarUnverifiedThe article recommends using polling as the primary approach for slow AI jobs, supplemented by a backoff strategy (gradually lengthening the interval) to balance real-time responsiveness and server load.75% similarUnverifiedAI training can be paused and resumed through a checkpoint mechanism, whereas inference tasks are generally non-interruptible because they serve real-time user requests.75% similarUnverified模块化提示词通过限定每次任务的范围和引用的技术栈，可以降低AI幻觉发生的概率74% similarUnverifiedFor repetitive small tasks, manually switching down to a faster model can save time across accumulated multiple fragmented requests.74% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1074196API
curl https://kongchang.com/api/v1/knowledge/claims/1074196MCP
get_claim(id=1074196)