Unverified50% confidenceOpinionExact time
In agent framework optimization, distinguishing whether framework optimization succeeds more reliably within existing capabilities (elicitation) or expands the range of solvable tasks (expansion) is crucial for recursive self-improvement and evolutionary search.
1
Sources
50%
Confidence
Long-term
Relevance
10/21/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe gains from agent framework optimization are not single-dimensional, and simply measuring them by success rate improvement may mask changes in the capability distribution.78% similarUnverifiedWhen designing embodied agents, "policy-level optimization" and "capability-level fine-tuning" can be treated as two independent intervention levers, chosen dynamically based on attribution results.75% similarUnverifiedIn production-grade Agent workflows, token optimization often comes not from smarter prompts but from better architectural boundary delineation.72% similarUnverifiedAs model capabilities become increasingly homogenized, inference efficiency and deployment convenience are becoming key factors for differentiated competition.70% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1079317API
curl https://kongchang.com/api/v1/knowledge/claims/1079317MCP
get_claim(id=1079317)