Meta Muse Glimmer 30B Review: Benchmarks, VRAM

Meta Muse Glimmer 30B Review: Benchmarks, VRAM

Summary: Muse Glimmer in 30 Seconds Muse Glimmer is a 30 billion parameter agentic model released by Meta Superintelligence Labs on August 10, 2026. The weights are open under Apache 2.0. No cloud needed. Four-bit quantization shrinks the language model to under 20 GB, so it runs on a single consumer GPU with 24 GB or 32 GB of memory. It reads text and images, and returns text. Default context window is 128K tokens, and the model supports more. It clears its size class on agentic tests: 75.5 on MCP Atlas (Gemma4-31B 54.2, Qwen3.6-27B 62.5). On math, 94.7 on AIME 2026. The bundled DFlash drafter speeds generation up 3.1x on an RTX 5090 and 1.8x on an M5 Max. It is distilled from Muse Spark, Meta’s cloud model, so the big model’s agentic behavior is transferred into a small one. On the same day Zuckerberg announced that the weights for Muse Spark 1.2, Meta’s flagship model, will be opened too. No date, just “soon.” An AI agent normally means an API key, an internet connection and a bill that ticks up with every request. Meta just tried the opposite. ...

August 10, 2026 ·  13 min ·  2664 words
How to Use Claude Code with Ollama, Kimi and GLM

How to Use Claude Code with Ollama, Kimi and GLM

Running Claude Code against a non-Claude model works, and you do it on a path the providers document themselves rather than through a hack. Ollama, Moonshot and Z.ai all publish an Anthropic-compatible endpoint. Setup comes down to three environment variables. This guide covers the steps for all three providers, how to make the configuration stick, and the errors people hit most 🔌 The Short Answer Three providers, three addresses Provider ANTHROPIC_BASE_URL Ollama (local) http://localhost:11434 Moonshot / Kimi https://api.moonshot.ai/anthropic Z.ai / GLM https://api.z.ai/api/anthropic MiniMax https://api.minimax.io/anthropic Alibaba / Qwen depends on the plan Add ANTHROPIC_AUTH_TOKEN and a model name and that’s the whole setup. ...

August 8, 2026 ·  9 min ·  1728 words
What is Molt Bot (ClawdBot)? Personal AI Assistant

What is Molt Bot (ClawdBot)? Personal AI Assistant

Update: Project Renamed to OpenClaw Important Note: The project discussed in this guide has undergone several name changes during its development. Originally released as ClawdBot, the project was renamed to Molt Bot due to trademark concerns. Finally, it has been rebranded as OpenClaw to better reflect its open-source mission and community-driven nature. While the installation steps and features in this guide remain relevant, please note that you will now see the name OpenClaw in official resources. The project continues to evolve under this new identity. ...

January 28, 2026 ·  7 min ·  1486 words