Inspiration

We wanted to build a system that could respond to manufacturing disruptions quickly while making decisions that are easy to understand and verify meaningfully

How we built it

We used Python, Qwen3 8B running locally through Ollama, and NetworkX for knowledge-graph traversal. Four specialized agents handle decisions, while deterministic code validates and executes actions through enterprise APIs. A React dashboard visualizes the results.

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