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Ollama’s new MLX engine dramatically speeds up local LLM inference on MacBook Air M5 machines, cuts quality loss with NVFP4 quantization, and introduces a snapshot system that benefits coding assistants.
Google's Gemini 3.5 Flash ranks 6th in Android coding benchmarks while costing 3x more than predecessor Gemini 3.1 Pro Preview, with 9% lower performance success and higher latency.
A head-to-head debugging test reveals that while ChatGPT 5.5 and Gemini 3.1 struggle with logical errors, Anthropic's Claude Sonnet 4.6 achieves a perfect score in identifying sabotaged code.
