Why it matters
Hands-on agent deploy in a competitive format forces real tradeoffs: which framework, which infra, how fast can you ship? Watching three teams demo in 3 minutes each surfaces practical lessons you can't get from docs.
The tokenmaxxing angle
One-click deploy against a sponsor platform means every team is making live routing decisions under a clock — exactly the kind of real-world constraint that exposes framework cost differences and cold-start overhead.
From the organizers
Hosted by AI Builders in partnership with Tencent EdgeOne Makers at 972 Mission St SF; agenda runs 2–5 PM with a structured workshop at 2:15, hacking 3–4:30, then top-3 winner demos.