Muse Glimmer 30B

meta-models/muse-glimmer-30b

Muse Glimmer is Meta's 30B dense vision-language model tuned for agent workloads: tool use, long-horizon tasks and failure recovery. It accepts text and image input, supports a 131K context window, tool calling and structured output, and carries a January 2026 knowledge cutoff. Built to run always-on agents; strong on settlement-style arithmetic and reliable tool selection.

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Endpoints

Each row is one provider serving these weights at one precision. Prices are per million tokens.

Quantisation	Context	Max out	Input	Output	Cached in
Undisclosed	128K	32K	$0.35	$1.50	—

Agent config

Paste this into your coding agent and it can configure itself. The timeout is derived from this variant's measured throughput, not a guess — a long generation that outlives a client's default ceiling is the most common way a working request looks broken.

# Infersia — meta-models/muse-glimmer-30b
# Paste this to your agent. Values are measured, not aspirational.

provider:
  type: openai-compatible
  base_url: https://api.infersia.com/v1
  api_key: ${INFERSIA_API_KEY}   # from https://infersia.com/dashboard/keys
  model: meta-models/muse-glimmer-30b

limits:
  max_input_tokens: 131072      # hard limit — over this returns HTTP 413
  max_output_tokens: 32768
  timeout_seconds: 600                  # no throughput measured yet; 600 is a safe default

features:
  streaming: true
  tools: false
  vision: false
  reasoning: false
  prompt_caching: false

pricing_usd_per_million_tokens:
  input: 0.35
  output: 1.5

What Undisclosed means

This model is served on capacity we buy rather than hardware we operate, so we cannot verify the precision it is served at. We would rather say that than print a figure we are guessing at.

Call it

curlbash

curl https://api.infersia.com/v1/chat/completions \
  -H "Authorization: Bearer $INFERSIA_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "meta-models/muse-glimmer-30b",
    "messages": [{"role": "user", "content": "Hello"}],
    "stream": true
  }'

Pin a provider with meta-models/muse-glimmer-30b@infersia, or take the cheapest with the bare id. Add :free for the rate-limited free tier where one exists.