MedFailBench: A Clinician-Built Open-Source Benchmark for Medical AI Safety Boun
Most medical AI benchmarks measure whether a model knows the correct answer. MedFailBench asks a different question: which safety boundary failed? We present a clinician-built synthetic benchmark and failure atlas that labels medical AI err
https://arxiv.org/abs/2607.15166v1 ↗Thesis fit
Good fit
Within your typical scope; diligence still required.
In your usual scope
Idea match
Moderate
How close the company’s idea is to your thesis statement
Sector
ai
Overlap with sectors you care about
Geography
Unknown
Location unknown — scores 0
Your thesis: “We back exceptional technical founders building AI-first products and infrastructure, deploying $100K checks within 24 hours.”
Founder → stable
Traction → stable
Idea vs market ↓ declining
▸ Add / edit details
Correct facts used on the next screening or memo.
Activity & evidence
Similar baseline plays (YC · idea space)
Pharos
· Active
Helping hospitals identify and prevent avoidable harm using AI
founders not scraped yet
Brighterway
· Active
Streamlining the medical record review process in workers comp
founders not scraped yet