Why it matters
Unfiltered demos where builders admit what broke are more useful than polished pitches for figuring out what actually works in production right now.
The tokenmaxxing angle
Nebius co-hosting is notable since it's an infra/GPU-cloud player — expect demo postmortems on 'what broke' to surface real inference-cost and compute-provisioning lessons, not just prompt-engineering wins.
From the organizers
Each of the six demos covers what the builder made, what problem it solves, what broke or surprised them, and what they're trying next.