A matchmaker that knows when to say no.
31 Oct 2026 · Black Friday AI Hackathon
The problem
Finding a plausible researcher is easy. Refusing the ones that only look right is the hard part.
How it works
A profiler and an analyst work at once on a local model; an independent critic decides if the proposal survives.
What you get
Proposals where every claim quotes its source, or a reasoned no, all running on CPU with no API key.
These work at the same time. The last one waits for what they find.
Research profiler
Reads the researcher's record.
Industry analyst
Reads the company's challenge.
Writer and Critic
Draft the proposal, then accept it only with proof.
Hichem Benali
I don't pick a field. I pick a problem. Since April 2026 I have been building SYSTASYS, my firm: one human, me, and a team of AIs. This weekend that meant a matcher that refuses to propose when the evidence is thin, and a measurement honest enough to show that running the agents concurrently cost me something.