Why it matters
A low-key demo night surfaces what independent builders are actually shipping with agents and RAG right now, plus a structured way to judge project maturity.
The tokenmaxxing angle
Listed project categories explicitly include agent workflows and RAG systems, both areas where context-budget and retrieval design are the main lever on inference cost.
From the organizers
Organizers describe launching an "AI Builder Index" scoring projects on clarity, execution, innovation, scalability, UX and market viability; hosted by The AI Collective, sponsored by Improving.