Ollama v0.33.0-rc3：Claude 桌面集成、缓存改进与修复

What's Changed

Claude Desktop

• Turn individual Ollama models on or off for use in Claude, directly from the menu bar
• Choose from your available Ollama models from within Claude; cloud models appear only when you're signed in
• A new Apps view manages app integrations with copyable commands

Improved caching

• Fixed a hang where agent clients that cancel long prefills
• Prefill restore points are now trustworthy by construction: a cancelled prefill keeps every restore point it crossed, so retries resume where they stopped instead of restarting from scratch
• Resumed prefills no longer record restore points that fail to cover what they claim; on models with recurrent layers this previously forced a request matching 46k of 47k tokens to reprocess from zero
• Disabled Claude Code's "tokens left" token-countdown system message, which Ollama moved to the front of the prompt and broke the KV cache on every request

Other improvements

• DeepSeek Harness launcher now falls back to npx when the global npm install fails, with Windows command-shim support
• Onboarding flow has clearer introductory copy, a macOS header aligned with the native traffic-light controls, and Cmd/Ctrl zoom shortcuts disabled during onboarding so the fixed window keeps its intended scale
• MLX dependency update (#17886)
• Fixed broken default packaging caused by macOS-specific assumptions affecting Linux/Windows builds
• Fixed the Apps header overlapping the macOS traffic lights during sidebar open transitions by synchronizing the header padding animation with the sidebar width animation

Full Changelog: v0.32.15...v0.33.0-rc2