Every research match gets a second opinion.
31 Oct 2026 · Black Friday AI Hackathon
The problem
A recommendation without its counter-evidence is a sales pitch.
How it works
A proposer and a counter-evidence agent work at once on the same sources; an independent critic reviews both.
What you get
Proposals with linked evidence, constraints and a bounded pilot plan, or withheld when the evidence is thin.
These work at the same time. The last one waits for what they find.
Proposer
Builds the partnership case.
Counter-evidence
Looks for limits and contradictions.
Critic
Approves, asks for one revision, or withholds.
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