Claude Desktop can now route inference through Ollama, letting you swap providers without code changes; KV cache bugs fixed to prevent token reprocessing.
Summary
Reduces friction for developers running local models or multi-provider setups. Cache restore point fixes eliminate wasteful reprocessing on cancelled requests, cutting latency and compute cost on long prefills.
Why it matters
Reduces friction for developers running local models or multi-provider setups. Cache restore point fixes eliminate wasteful reprocessing on cancelled requests, cutting latency and compute cost on long prefills.
Implementation verdict
Replaces manual gateway configuration for Ollama users. Requires Claude Desktop update (v0.33.0+) and Ollama configured as third-party provider. Worth adopting now if you're already running Ollama; otherwise standard Claude Desktop path unchanged.
Sources
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