DataFunSummit

Aug 12, 2026 · Artificial Intelligence

How Meta’s Open‑Source 30B Muse Glimmer Fits Into 24 GB VRAM for Always‑On Local Agents

Meta’s Muse Glimmer is a 30B dense transformer with a visual encoder that, after 4‑bit quantization, runs within 24‑32 GB VRAM, achieves agentic benchmark strengths, and uses DFlash speculative decoding to reach 233 tok/s, enabling always‑on, high‑frequency local AI agents on consumer hardware.