CAIN-42 CAIN Studio
CAIN-42 Academy

CAIU · Module 2 of 5 · 16 min

Reading an evidence-derived fleet risk score (0–1000)

CAIN's ACTUARY KEYSTONE scores a fleet from its real decision records: what agents tried, what CAIN allowed, held and blocked, and how volatile behaviour is. Every factor is a documented rule in the code.

High-risk paths are actions that can move money, run code, delete, change authority or send data out (transfer, exec, delete, grant, export, send_email…). Read-only paths (read, list, search, query) are treated differently.

A score is only meaningful with its inputs: the period covered, the number of decisions, and the share of high-risk actions that were allowed without a gate.

Key points

  • Score derived only from recorded decisions.
  • High-risk = money, code, delete, authority, exfiltration.
  • Always read the score with its window and volume.
  • Every factor is a documented rule.

In the CAIN-42 codebase

  • keystone/actuary.py — HIGH_RISK / READ_ONLY patterns and the scoring rules
▶ See the ACTUARY product on the homepage

Practice check

Practice 1 · choose one

Which action is high-risk under ACTUARY's rules?

Practice 2 · true or false

“A risk score without its decision count and time window is fully interpretable.”