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A task-oriented LLM agent. Spawned for a task, does the work, exits. 👍 Can do!

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Tool-Use Mastery

Executes bash commands, reads files with structural awareness, and feeds results back to the model in a tight loop.

Task-Oriented

Not a chatbot. Runs as a process, completes the task, exits. Context tracking and compaction keep it on track across many turns.

Gemma 4 + Ollama

Runs Gemma 4 26B locally via ollama with native tool calling. Written in Crystal for compiled performance.