Meta Superintelligence Labs has introduced Muse Glimmer, a 30B-parameter open agentic model designed specifically for local execution on consumer hardware. The model utilizes logit distillation from larger models to enable advanced capabilities like function calling and coding without requiring cloud infrastructure.
Highlights
Optimized for always-on local workflows on Mac or PC with a single consumer GPU
Released as open weights under the permissive Apache 2.0 license
Capable of complex tasks including long-horizon execution, tool calling, and multimodal understanding
Trained using a novel distillation recipe from the larger Muse Spark model
Planned integrations include llama.cpp, MLX, and ExecutorTorch
auto-generated
Meta Superintelligence Labs · via Meta AI
Context
Audience
Developers, AI Researchers, and Machine Learning Engineers
vmlinux/Muse-Glimmer-30B-ROCmFPX-GGUF · Hugging Face
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
ai.georgeliu.com
Running Google Gemma 4 Locally With LM Studio’s New Headless CLI & Claude Code
LM Studio 0.4.0 introduced llmster and the lms CLI. Here is how I set up Gemma 4 26B for local inference on macOS that can be used with Claude Code.
z.ai
GLM-5: From Vibe Coding to Agentic Engineering
GLM-5 is a 744B-parameter MoE model (40B active) from Zhipu AI, scaled up from GLM-4.5's 355B with 28.5T pre-training tokens and DeepSeek Sparse Atten...