Team of agents solves engineering problems end-to-end, manufacturing real objects

ProfBuehlerMIT · x · 2026-08-23

A user created a team of bots to solve a complex engineering problem end-to-end. The workflow involved inferring structural principles from four images, synthesizing an executable interactive physics simulator, running experiments, optimizing designs, and finally manufacturing the best designs. The loop worked remarkably well, allowing communication with the agents via an Apple Watch, demonstrating a closed-loop of multi-agent collaboration and simulation-based manufacturing.

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