Where industry meets the right researcher.
31 Oct 2026 · Black Friday AI Hackathon
The problem
Screening every researcher for every challenge by hand doesn't scale.
How it works
Screening runs in parallel batches; a critic and a fact-checker review each draft at the same time.
What you get
Collaboration proposals where every fact is quoted from the data and checked by code.
These work at the same time. The last one waits for what they find.
Screeners
Score batches of researchers in parallel.
Matchmaker
Picks the pair.
Writer
Drafts the proposal.
Critic
Reviews and fact-checks the draft until it holds.
Shabdan Dzhumabekov
I'm a software engineer working on telecom technology, with hands-on experience in Erlang/OTP and 4G/5G core networks. I'm joining this hackathon to gain new experience building with AI and to see how it can be applied to real-world problems.