clinicians.build · July 1, 2026

Build the Verification Layer

Matic's bet is error prevention, not correction: a checker that flags a confidently-common wrong answer before a human signs it. You're building that checker. Each dot is one AI-drafted clinical answer — some are safe, some are traps. Decide which to send for human review.

Companion to today's newsletter · Synthetic case population

1 · Choose the signal your checker flags on
2 · Set your review budget (how aggressively to flag)
0
Errors prevented
(traps you flagged)
0
Errors reaching
the patient
0
Clinician reviews
spent
Safe answer Trap (common answer is wrong here) Flagged for review
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