Same Task, Same Model: Kimi K3 Costs 10x More Across Different Agent Harnesses

thursdai_pod · x · 2026-08-13

The @composio team ran Kimi K3 through 3 different agent harnesses for the exact same task and found that the token consumption and final cost varied by up to 10x.

This highlights that while the underlying model remains identical, the orchestration logic, context management, and tool-calling mechanisms of the agent framework heavily impact actual running costs. @nisten breaks down exactly what is eating up your tokens on the ThursdAI podcast.

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