
How to Run Kimi K3 in Claude Code: 3 Routes, Real Costs, and Which One Wins in 2026
How to run Kimi K3 in Claude Code in 2026: Ollama vs Moonshot API vs Kimi Code. Commands, real costs, and a clear verdict on which route fits which workflow.
9 articles

How to run Kimi K3 in Claude Code in 2026: Ollama vs Moonshot API vs Kimi Code. Commands, real costs, and a clear verdict on which route fits which workflow.

Gemma 4 and Ollama 0.32 make local coding agents viable in 2026. Here's which model to pick, how to wire up tool calling, and what the benchmarks actually mean for your workflow.