Verified65% confidenceOpinionExact time
The design of the tool list is equivalent to capability design—every extra tool adds one more surface of risk; each round of tool results in the context squeezes the window; the placement of approval points determines the division-of-labor interface for human-machine collaboration.
3
Sources
65%
Confidence
Long-term
Relevance
10/25/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe toolchain primarily replaces repetitive work such as setting up simulation environments, tuning parameters, and orchestrating training pipelines; task design, scenario understanding, safety validation, and hardware integration still require human judgment.80% similarUnverifiedThe mechanism of tool overload is related to the model's context window and attention allocation: the more tools there are, the more tokens each tool definition consumes, and the less attention a single tool description receives; semantically similar tools easily confuse the model.79% similarUnverifiedThe more tools there are and the more similar their descriptions, the overall usability of the entire tool chain may actually be lower than a system with fewer but precisely described tools.79% similarUnverified工具可分为「补偿智能不足的工具」和「随智能增长的工具」，前者会强迫特定写代码顺序且无法随模型变强受益，后者随模型越强越有用79% similarUnverifiedIn agent development, rather than repeatedly polishing prompts, it is better to spend effort on designing tool interfaces.79% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1095949API
curl https://kongchang.com/api/v1/knowledge/claims/1095949MCP
get_claim(id=1095949)