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Muse Glimmer
Large tier
Tool calling

Muse Glimmer 30B

Meta's 30B multimodal agentic model — tool use, coding, screenshots.

by Meta

Muse Glimmer group

Overview

LoRA-only on Overmind. Strong tool-calling and coding agents with vision via a perception encoder; Full FT disabled.

Muse Glimmer 30B trains on your agent's own traces with LoRA adapters or full finetuning, is benchmarked against your production model before any traffic moves, and serves through the same OpenAI-compatible API as every Overmind model. The final weights are yours to download and run anywhere.

Good for

  • Agentic tool-use LoRA
  • Coding agents with screenshot context
  • Long-horizon planning with controllable reasoning strength
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Specs & cost

Cost to trainfrom $2.50
Cost to run (1M tok)from $10.00
GroupMuse Glimmer
FamilyMeta
Parameters30B
TierLarge
Context window128K
Max training context128K
Tool callingYes
Methods—
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Training docs

On Overmind

  1. 01 Train on your data

    LoRA or full finetuning on a training-intent dataset from your agent's traces. Overmind recommends tiers from your data stats; you can edit every setting.

  2. 02 Benchmark vs production

    Each finished model is scored on your eval set with your rubric against the model your agent runs today. The headline is the baseline delta per metric.

  3. 03 Serve and own the weights

    Succeeded runs deploy automatically to Inference through the same OpenAI-compatible API. The final weights are yours to download and run anywhere.