You Got mlx-serve'd!
Mark Murphy reports that mlx-serve, an Ollama-like inference server with a GUI, delivers a 4x speed increase for running Qwen 3.8 on his 64GB M2 Ultra Mac Studio compared to his previous Ollama setup,…
Mark Murphy reports that mlx-serve, an Ollama-like inference server with a GUI, delivers a 4x speed increase for running Qwen 3.8 on his 64GB M2 Ultra Mac Studio compared to his previous Ollama setup,…
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Local models such as Qwen 3.6 and Gemma 4 are close to being useful for Kotlin Multiplatform code generation but still fall short for many developers, according to Mark Murphy's experiments. Murphy su…
Mark Murphy's 'Thursdays with Koog' column explains that in the AIAgent framework, the user's instruction is only a 'user message' within a larger prompt that includes a system prompt and conversation…
Knosh, an open-source coding agent, uses Koog's AIAgent instead of PromptExecutor because PromptExecutor only executes one-shot prompts without handling tool calls or multi-turn conversations. Mark Mu…
Mark Murphy's Knosh coding agent maps model strings from Markdown frontmatter to Koog's LLMProvider and LLMClient objects, supporting providers including Ollama, Anthropic, Mistral, and OpenAI. The ma…