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Meta AI logoMuse Glimmer 30b

Muse Glimmer 30B is Meta’s multimodal agent model for multi-step reasoning, reliable tool use, coding, and autonomous tasks.

Model details

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Muse Glimmer 30B is Meta’s 29.6-billion-parameter multimodal reasoning model for text and image understanding. It supports a 131,072-token context window, configurable reasoning strength, and ATEM tool calling, making it well suited to visual question answering, document analysis, long-context research, and agentic workflows.

This deployment runs the BF16 model on a single H100 through an OpenAI-compatible vLLM API. It pairs Muse Glimmer with its 2.56-billion-parameter DFlash assistant for faster generation while retaining the model’s full context window and multimodal capabilities.

See Muser Glimmer 30B model card

Input
1import os
2from openai import OpenAI
3
4model_id = os.environ["BASETEN_MODEL_ID"]
5
6client = OpenAI(
7    api_key=os.environ["BASETEN_API_KEY"],
8    base_url=(
9        f"https://model-{model_id}.api.baseten.co/"
10        "environments/production/sync/v1"
11    )
12)
13
14response = client.chat.completions.create(
15    model="meta-models/Muse-Glimmer-30B",
16    messages=[
17        {
18            "role": "system",
19            "content": "Reasoning strength: low",
20        },
21        {
22            "role": "user",
23            "content": "Explain quantum computing in simple terms.",
24        },
25    ],
26    max_tokens=512,
27    temperature=1.0,
28    top_p=0.95,
29    extra_body={"top_k": 64},
30)
31
32print(response.choices[0].message.content)

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