AI Agents
Claude Code can run against a model on your own machine, no paid key involved. Current Ollama does it with ollama launch claude — what the endpoint actually covers, which models to try first, and why the context window is the setting that matters.
Local AI
Meta Superintelligence Labs' new open model for local deployment lands with a real footprint. We map Muse Glimmer 30B's official quantization ladder against your card tier and Ollama tags, using exact file sizes.
24GB Lab
Why different context surfaces can show 262K and 131K at the same time, which Ollama defaults qwen38-27b hands you after a pull, what thinking-on-by-default costs in real use, plus a day-one checklist from one measured RTX 5090 Laptop GPU session.
Local AI
A decision guide for people already running a local LLM: what the vendor-published model card says about Qwen3.8-27B versus Qwen3.6-27B, where the reported differences actually matter agentically and multimodally, and how to fit it on your hardware.