Longevity Underwriter
Longevity Underwriter is an underwriting *governance* tool (not a premium calculator) for life insurers.
Core trick
A deterministic engine sorts each fitness signal into priceable, reward-only, or regulator-flagged, grounding pricing on lab CPET rather than noisy wearable data.
Description
Longevity Underwriter is an underwriting *governance* tool (not a premium calculator) for
life insurers. Insurers price on smoking, BMI, and labs but ignore cardiorespiratory
fitness (VO₂max) — one of the strongest longevity signals in the literature — because
wearable data is too noisy to price on. The core problem: which fitness signals may you
responsibly price on, which should only earn a reward, and which a regulator would block?
It ingests a runner's data (Hashiri Runner Context — JSON or Markdown, including a paginated
health time-series), then runs an auditable engine that sorts every signal into priceable /
reward-only / regulator-flagged, prices conservatively on the lab CPET (never the wearable,
which over-reads ~20%), and shows uncertainty as a confidence band rather than a false-
precision number. Claude writes an underwriter + regulator memo that must surface the
regulator's (NAIC) objection. Honest by design: a literature-derived relative signal, never
an actuarial price.
The linked repo returns 404, so it was deleted or made private.