governance

Audit, fairness & compliance

Each log entry is chained to the previous hash, so any edit is detectable. Fairness guardrails block outputs that disadvantage protected classes.

Immutable audit chain
✓ chain intact
eventprevhash
09:12:04 owner@acme approved RFC-0139 (Code-Reviewer v2.9.3)0000000067dc62a6
09:12:05 platform signed bundle agt-0x7e5 with key k-2026-1067dc62a6012a2b25
09:14:31 guardrail.bias blocked Hiring-Screener output (proxy: zip)012a2b25239952a6
09:15:02 healer opened INC-2211, RCA attached239952a6cc860fb4
09:20:47 auditor@acme exported SOC2 evidence packcc860fb4d54f9133
09:31:10 edge plant-detroit-02 synced 1,204 offline eventsd54f9133269091dc
Fairness guardrails (selection-rate parity, 4/5 rule)
Race0.98
Color0.97
Sex0.93
Creed / Religion0.99
Age0.84
Disability0.95

Outputs below the red line are blocked automatically and routed for review.

Compliance tracing
SOC 2 Type II
63/64 controls evidenced
98%
HIPAA
40/42 controls evidenced
95%
GDPR
38/38 controls evidenced
100%