Model Highlights: Muse-Glimmer-30B
A distillation of Muse Spark and optimized for local deployment
Muse Glimmer 30B is a new 30-billion-parameter causal language model from the Meta Superintelligence Lab, distilled directly from Muse Spark. Released under the permissive Apache 2.0 license, it is purpose-built to execute complex, autonomous agentic workflows entirely on consumer hardware without relying on cloud infrastructure.
You can read more about the model on AIModels.fyi here!
Key Highlights
Built for Autonomous Agents: Engineered for end-to-end task completion, multi-step reasoning, and reliable tool use. It actively diagnoses errors and recovers from failed tool calls instead of halting.
Multimodal Perception: Features a dedicated ~1.8B parameter ViT-G/14 perception encoder, allowing the model to natively interleave text and images (such as interpreting charts, screenshots, and documents) within conversational workflows.
Optimized for Consumer Hardware: Designed to run locally on 24GB or 32GB VRAM setups (like a Mac or a single consumer GPU). Meta uses 4-bit quantization to shrink the language model to under 20GB with minimal degradation.
Fast Speculative Decoding: Ships with a lightweight “DFlash” block-diffusion drafter model that proposes 16 tokens at once, delivering speedups of up to 3.1x on an RTX 5090 and making it fast enough for real-time interaction.
Controllable Reasoning: Developers can explicitly set the model’s reasoning strength (
low,medium,high,xhigh) via the system prompt to balance speed and response quality for complex coding and problem-solving tasks.Strong Benchmark Performance: Competes fiercely in its size class, outperforming comparable models (like Gemma4-31B and Qwen3.6-27B) on key agentic and coding evaluations, including SWE-Bench Verified (76.0%) and MCP Atlas (75.5%).
License & Availability:
Muse Glimmer 30B is available under the Apache 2.0 license for commercial and research use. The Hugging Face release includes full-precision BF16 weights, 4-bit quantized variants, the DFlash drafter head, and the frozen perception encoder.