Researcher–industry matching, audited.
30 Oct 2026 · Black Friday AI Hackathon
The problem
Pairing academic researchers with industry partners needs a fair, checkable way to score fit.
How it works
Sensor, guardrail, dispatcher and domain agents run in parallel; a critic audits each proposal as it changes.
What you get
Fitness-scored matches and audited proposals.
These work at the same time. The last one waits for what they find.
Dispatcher
Routes tasks by fitness score.
Guardrail
Watches for invariant violations.
Domain workers
Work the collaboration tasks.
Critic
Audits each proposal before rating it.
Siddharth Srivastava