Applied invariant-driven reliability analysis to active infrastructure systems:
-
NEAR MPC (threshold cryptography infrastructure) —
Identified a startup identity ambiguity in participant ↔ TLS key mapping and proposed strict bijection enforcement to preserve deterministic peer attribution.
near/mpc#2250 -
Ironclaw (AI agent orchestration) —
Identified a permission-state consistency gap under revocation and proposed containment to prevent post-revocation execution ambiguity.
nearai/ironclaw#358
Emphasis on structural clarity, fail-fast guarantees, and explicit recovery boundaries in value-bearing systems.




