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The single-token output bug fix restores correct multi-token generation for `ollama launch claude` and other coding agent workflows that were broken in prior builds.
Running large Gemma 4 models locally becomes more practical with QAT variants that cut memory overhead, while the Oh My Pi integration extends Ollama's reach directly into IDE-based agentic coding workflows.
Developers building long-horizon agentic pipelines can now launch Kimi K2.6's multi-agent system directly from Ollama, while MLX users benefit from faster sampling and tokenization without any configuration changes.
Developers on Apple Silicon can now run Gemma 4 locally with MLX acceleration, while the expanded `ollama launch` ecosystem makes it easier to wire up agentic coding tools like Hermes and GitHub Copilot CLI in a single command.