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Agent Muscle

Execution actuator. Runs commands via JSON contracts and fine-tunes models.

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Architecture & Role

Agent Muscle handles physical actuation on the host machine. It executes shell commands enforcing strict JSON output schemas to prevent parsing errors. It also orchestrates local LoRA fine-tuning jobs using pluggable backends like Apple MLX or Candle.

Core Capabilities

JSON Output Contracts
Shell Execution
LoRA Fine-Tuning
Dataset Validation
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