Unverified50% confidenceFactExact time
Experts can use lightweight models because they can define each step clearly and give explicit instructions; ordinary people tend to give requests with vague scope and unclear goals.
1
Sources
50%
Confidence
Long-term
Relevance
10/29/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedFor tasks with clear steps and detailed instructions, a standard model is sufficient; high reasoning intensity is only needed when facing complex multi-step decisions or ambiguous instructions.74% similarUnverifiedExplicitly naming Equibles in the prompt can prompt the model to call the tool rather than guess.71% similarUnverified给模型的每条提示都应思考其可能被善意误解的方式,从而软化措辞使其准确71% similarUnverifiedA context-aware model may adopt a funnel-style architecture: first narrowing the suspicious scope with lightweight means, then performing deep semantic judgment on a small number of candidates, thereby improving both precision and speed.70% similarUnverifiedThe adaptive thinking mechanism allows the model to dynamically determine the depth of reasoning based on problem difficulty, answering simple questions directly and only engaging in full reasoning for complex ones.70% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1110608API
curl https://kongchang.com/api/v1/knowledge/claims/1110608MCP
get_claim(id=1110608)