Dates -

Eligibility -

Project and Submission Requirements -

R01 — Minimum 4 agents with real handoffs — not one LLM call in a loop.

R02 — Cognee is the memory layer — every agent reads from and writes to it.

R03 — Trupeer demo video is a mandatory submission. No video = disqualified.

R04 — Geodo research is mandatory, done by the Domain Expert, web platform only.

R05 —Product Brief (Step 0) is required, submitted, and judged against your own product.

R06 — Data: bring your own or use the Kaggle benchmark — benchmark earns bonus verification.

R07— Every agent decision must have a visible reason — "the model said so" fails judging.

R08 — Agent 4's summary must be downloadable from the product.

R09 — Teams of 2–6. At least one Builder and one other role. No solo submissions.

R10 — Submit on Devpost by 5:00 PM — no extensions.

Prizes

Best all around application – $1,500

1st Runner-Up – $200

2nd Runner-Up – $100

Best use of Trupeer (special prize) – $200

Best use of Geodo –3 winners:

3 Geodo Pro Accounts $1,000 value each ($3,000 total). Full access to the platform, infrastructure, and contact data — the same tools running outbound for 500+ companies.

Judging Criteria and Winner Selection

Five questions · 5 points each · 25 max · 15 to qualify

Agents that work — they ran on real data

Real collaboration — Agent N+1 used what Agent N found, via Cognee

Matches your brief — judged against your own Step 0

Your end user can use it — a judge operates it cold

Explainable — every decision has a visible reason

Judges walk the room 4–5 PM · Submissions close 5 PM · Top 3 demo live