Meta Superintelligence Labs · July 2026

Muse Glimmer — Run Frontier AI on Your Own Hardware

Meta's 30B open-weight model runs locally on one consumer GPU. No cloud, no API keys, no recurring costs. Download from Hugging Face and start building.

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Muse Glimmer by Meta Superintelligence Labs · #1 on Arena Elo

Try Muse Glimmer Now

Chat with Meta's 30B model directly in your browser — no setup needed.

Local AI Just Got Serious

Muse Glimmer delivers frontier-class performance in a 30B package that fits on consumer hardware. Function calling, long-context coding, and agentic workflows — all running offline on your machine.

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Download the weights from Hugging Face — Apache 2.0, no gating

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Load via Ollama, vLLM, or llama.cpp on your GPU

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Run always-on local agents with tool use and long context support

What Is Muse Glimmer?

Muse Glimmer is a 30-billion-parameter dense model released by Meta Superintelligence Labs on August 10, 2026. Distilled from the closed Muse Spark 1.2, it targets local agent workflows: function calling, code generation, tool orchestration, and LLM-as-a-judge evaluation — all on a single consumer GPU.

How Does Muse Glimmer Work Locally?

Muse Glimmer fits in 16 GB VRAM at Q4 quantization via llama.cpp. It supports 128K context natively, runs structured tool-calling loops, and integrates with Ollama for one-command setup. AMD Ryzen AI Max+ users get day-one optimized performance through Meta's hardware partnership.

Why Run Muse Glimmer Locally

Benchmark Performance at 30B

  • IFBench 77.0 — beats GPT-5.6 Sol (76.0)
  • AIME 2026 score of 94.7
  • GPQA Diamond at 83.5
  • 128K native context window
  • AA-LCR long-context recall at 80.0

Built for Agent Workflows

  • Structured function calling and tool use
  • Local coding assistant with full repo context
  • Offline document analysis and RAG
  • LLM-as-a-judge for automated evaluation

Who Should Run Muse Glimmer?

Muse Glimmer is built for developers and power users who need capable AI without cloud dependencies:

  • Developers building local coding assistants
  • Teams running private document analysis
  • Researchers fine-tuning on custom datasets
  • Anyone who wants frontier AI without API costs

Open Weights, Full Control

Muse Glimmer ships under Apache 2.0 — use it commercially, modify the weights, deploy anywhere. No gating, no waitlist, no usage tracking.

  • Apache 2.0 permissive license
  • Full weights on Hugging Face
  • No telemetry or usage tracking
  • Works completely offline

Start Running Muse Glimmer Today

One command to download, one command to run. Frontier-class AI on your own hardware — free and open forever.

What Developers Say About Muse Glimmer

Early reactions from the open-source AI community

  • Running Muse Glimmer on my RTX 4070 — function calling works flawlessly. Finally a local model that handles tool use properly.

    Marcus Chen
    @local_dev
    M
  • The IFBench score at 30B parameters is wild. I replaced my cloud API calls with local Muse Glimmer and the quality difference is negligible.

    Sarah Kim
    @ai_researcher
    S
  • We switched our internal coding assistant to Muse Glimmer. Zero API costs, full privacy, and the 128K context handles entire codebases.

    David Okafor
    @startup_cto
    D
  • One Ollama command and Muse Glimmer was running on my Mac. The AMD optimization is impressive — smooth responses on my Ryzen AI Max.

    Lisa Wang
    @hobbyist
    L

Muse Glimmer FAQ

Common Questions About Meta's Local AI Model

  • Muse Glimmer is purpose-built for local agent workflows. At 30B parameters, it matches or beats much larger models on key benchmarks — IFBench 77.0, AIME 2026 94.7 — while fitting on a single consumer GPU. The Apache 2.0 license means full commercial freedom with no restrictions.

  • Muse Glimmer runs on any GPU with 16+ GB VRAM at Q4 quantization — an RTX 4060 Ti, Radeon RX 7900, or AMD Ryzen AI Max+ with unified memory. For full FP16 precision, you'll need 64 GB VRAM. Ollama makes setup a single command.

  • Yes. Meta released Muse Glimmer under Apache 2.0 with no gating on Hugging Face. Download the weights, use them commercially, modify them, deploy them — no API keys, no subscriptions, no usage limits.

  • Muse Glimmer offers frontier-level quality for coding, function calling, and document analysis — without per-token costs or privacy concerns. Your data never leaves your machine. The tradeoff is inference speed depends on your local hardware rather than cloud GPUs.

  • Absolutely. Once you download the weights, Muse Glimmer runs with zero internet dependency. This makes it ideal for air-gapped environments, sensitive data processing, and locations with unreliable connectivity.

  • Muse Glimmer is distilled from Meta's closed Muse Spark 1.2 model. The distillation preserves the reasoning and tool-use capabilities of the larger model while compressing them into a 30B architecture that fits on consumer hardware.