Protocol Reliability Engagement

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.