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About

Muse Glimmer is a 30-billion-parameter open-weights model from Meta Superintelligence Labs, optimized for always-on local agent workflows. Small enough to run on a Mac or PC with a single consumer GPU, it is designed for local agents, function calling, coding, and LLM-as-a-judge evaluation without depending on cloud infrastructure or network access. The model combines long-horizon execution, precise tool calling, multimodal understanding, long-context memory, and instruction following. It can complete end-to-end agentic tasks, sustain multi-step reasoning across extended workflows, recover from failed or unexpected tool calls, and accept interleaved text and images through a dedicated perception encoder for interpreting screenshots, charts, and documents. Muse Glimmer works with OpenClaw and other agentic orchestration patterns, supports controllable reasoning effort, and is trained on data from more than 100 languages.

About

Muse Spark is a multimodal AI reasoning model developed by Meta as part of its push toward personal superintelligence. It integrates text, images, and tools to deliver advanced reasoning and interactive capabilities. The model supports features like visual chain-of-thought and multi-agent orchestration. Users can leverage Muse Spark for tasks such as problem-solving, content creation, and real-world troubleshooting. Its Contemplating mode enables multiple AI agents to reason in parallel for improved performance. Muse Spark also demonstrates strong capabilities in areas like health insights and visual understanding. Overall, it represents a significant step toward more intelligent and personalized AI systems.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Developers building private, always-on AI agents that need strong reasoning, tool use, and multimodal capabilities on local hardware

Audience

Developers, researchers, enterprises, and tech-savvy users seeking advanced multimodal AI capabilities for reasoning, automation, and building next-generation intelligent applications

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Reviews/Ratings

Overall 5.0 / 5

Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Pros & Cons from Real Users

Pros

  • Muse Glimmer is exciting because it brings serious AI capability closer to the device. An open-weight model that can run on a laptop or desktop is a big deal for developers, builders, and AI power users who want more control. I like that it is focused on agentic tasks, not just basic chat. If it can handle reasoning, coding help, workflow automation, and local experimentation well, it could be really useful for private projects and always-on agents. The open-weight angle is the biggest win. Being able to download, modify, and run the model locally makes Muse Glimmer feel much more flexible than a closed API-only model.

Cons

  • I would still want to test it hard before trusting it for serious work. Smaller local models can be impressive, but they still need to prove themselves on coding, tool use, long tasks, and messy real-world prompts. Running locally also means the experience depends on your hardware. Even if it works on consumer devices, performance, speed, and setup may vary a lot.

Pros & Cons from Real Users

Pros

  • Seems like Meta AI is finally on the right path with regards to intelligent AI models. Muse Spark is a huge upgrade over Llama.

Cons

  • Still behind some of the other frontier models from other AI labs.

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Meta
Founded: 2004
United States
meta.ai/

Company Information

Meta
Founded: 2004
United States
ai.meta.com

Alternatives

Alternatives

Claude Sonnet 5

Claude Sonnet 5

Anthropic
GLM-5.2

GLM-5.2

Zhipu AI

Categories

Categories

Integrations

Hermes Agent
Meta AI
Muse Code
OpenClaw
OpenCode
Claude Agent SDK
Claude Code
Codex CLI
Facebook Messenger
Gray Swan
Hugging Face
Instagram
LangChain
LlamaIndex
Meta Model API
Model Context Protocol (MCP)
Muse Image
Muse Spark 1.2
Ollama
Unsloth

Integrations

Hermes Agent
Meta AI
Muse Code
OpenClaw
OpenCode
Claude Agent SDK
Claude Code
Codex CLI
Facebook Messenger
Gray Swan
Hugging Face
Instagram
LangChain
LlamaIndex
Meta Model API
Model Context Protocol (MCP)
Muse Image
Muse Spark 1.2
Ollama
Unsloth
Claim Muse Glimmer and update features and information
Claim Muse Glimmer and update features and information
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