Muse Glimmer 30B

About this model

Meta Muse Glimmer 30B is a 29.6B parameter dense causal transformer with a dedicated 1.8B perception encoder, distilled from Muse Spark and purpose-built for autonomous agentic tasks on consumer hardware. It supports multimodal input (text and interleaved images) with 131K+ context, multi-step reasoning, reliable tool use with precise schemas, and failure recovery. The model achieves 76.0% on SWE-Bench Verified, 94.7% on AIME 2026, 83.5% on GPQA Diamond, and 75.5% on MCP Atlas. Optimized for local deployment with quantization and DFlash speculative decoding, it runs within a 24GB VRAM envelope. Available under Apache 2.0 license.

Technical specifications

Capabilities

Input modalities

Output modalities

Reasoning

Hybrid Default on

Knowledge horizon