Expired50% confidenceFactExact time
The same Tool Confusion repair logic can be extended and applied to other open-source models such as Kimi.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026(expired)
Sources
Fixing Tool Confusion: A Practical Method to Make DeepSeek v4 Outperform Opus
bilibili全球播客频道6/6/2026
Related Claims
UnverifiedKimi K2.5's Do Agent mechanism internalizes the multi-agent scheduling logic into the model itself, rather than relying on hard-coded orchestration from external frameworks.71% similarUnverifiedReasoning models, represented by OpenAI's o series, DeepSeek-R1, and the Kimi K series, perform a chain-of-thought process before outputting, decomposing problems into multiple steps, performing self-verification, and deriving answers incrementally.70% similarUnverifiedAdding the keyword 'think' in a prompt can forcibly activate deep reasoning mode, similar to the reasoning paradigm of OpenAI's o1 series models.67% similarUnverifiedAhmad Awais proposed a deterministic pattern he calls "Tool Confusion," arguing that the problem with open-source models lies not in the models themselves but in the tool-calling layer.67% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/51657API
curl https://kongchang.com/api/v1/knowledge/claims/51657MCP
get_claim(id=51657)