Unverified50% confidenceDecision RuleExact time
Reducing the amount of thinking by lowering effort is far more reliable than writing instructions into the prompt.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
9/28/2026
First Seen
Valid until: 12/27/2026
Sources
Related Entities
Related Claims
UnverifiedThe difficulty of refined prompt optimization lies in reducing word count without losing critical instruction information, as doing so would affect output quality.77% similarUnverifiedUsing a higher thinking level consumes more tokens and is slower; higher levels are only needed for truly complex tasks.77% similarUnverifiedPerformance degradation caused by quantization is most pronounced in mathematical reasoning, code generation, and precise factual recall tasks, while conversation, summarization, and creative writing are relatively robust.76% similarVerifiedLarger models tend to be more token-efficient, completing tasks with fewer interaction rounds and more refined reasoning.76% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/955129API
curl https://kongchang.com/api/v1/knowledge/claims/955129MCP
get_claim(id=955129)