Unverified50% confidenceOpinionExact time
The same frontier model can complete four types of work in one afternoon—UI walkthrough, architecture proposal, 40-file refactor, and security review—but each of the four types has its own different failure modes, and usually only one is truly suitable.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedFour types of tasks must remain in pure code: routing based on already-structured data, retry and error handling, any operation that must be safe to run twice, and anything that a regular expression can already solve.68% similarUnverifiedReproducible tests should freeze a test set of approximately 20 real tasks, record the hardware and runtime environment, and use blind scoring with model names hidden.65% similarUnverifiedUltra模式适合能明确拆分为多个子任务的大型工作,如分别检查页面设计、代码质量、运行性能和安全问题65% similarUnverifiedThe orchestration layer contains four key components: task decomposition, model routing, result fusion, and quality verification.65% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1017605API
curl https://kongchang.com/api/v1/knowledge/claims/1017605MCP
get_claim(id=1017605)