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AI agents that turn messy supply chain messages into verified fixes. The LLM reads, code decides: 15/15 events correct, 766 actions, zero failed calls, all on a laptop.
We find each slot machine’s hidden lag rules automatically, then predict payouts with LightGBM + transformers. New rules mid-event? Re-found and retrained in 8 min.
Your hackathon has a body clock. We measured it with live check-ins and a fatigue game, then turned the data into an organizer playbook.
An animated dashboard for managers and analysts that tests whether low earning slot machines are unlucky, badly placed or leaking, then turns the answer into a priced $100k plan.
