Rav | Trust Architecture

Trust Models Work In Theory. Break At Scale. I Map Why.

Pattern recognition from 20+ years inside trillion-dollar banking systems. No hype. No vendor spin. Just what actually fails when regulators, auditors, and adversaries show up.

What I write about

Four areas where institutional constraints produce failures that vendor demos and design reviews never catch.

40%

Trust Architecture Reality Checks

Where control assumptions pass design review but fail at regulatory and adversarial scale.

30%

AI Agents & Autonomous System Risk

Authorization boundaries, identity gaps, and audit failures specific to agentic deployments in regulated environments.

20%

Institutional Crypto Without Hype

On-chain settlement, stablecoin compliance, and cross-chain security through the lens of production failure patterns.

10%

Inside the Machine

What the institutional constraints actually look like from the inside, and why they matter for system design.

AI Agent Failure & Control Gap Report

Quarterly institutional analysis. Not a checklist. Not a playbook. A map of where enterprise AI agent deployments fail the controls that financial institutions actually need.

Issue #01 AI Agent Failure & Control Gap Report

AI Agent Failure and Control Gap Report — Issue #01

  • Tool/execution boundaries failed across five distinct attack surfaces between December 2025 and February 2026: the same architectural gap, different deployment contexts
  • Authentication does not equal execution validation. Agents rarely verify input source, per-action permissions, or whether retrieved content has become tool instructions
  • Viral adoption outpacing security review by 1000x: 180,000 GitHub stars in three weeks, 341 malicious marketplace extensions, production credentials on developer workstations
Read the Report ↗

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Trust Models Work In Theory. Break At Scale. I Map Why.

For CISOs, CTOs, security architects, and policy-aware engineers building AI agents and blockchain systems who need reality, not hype. Subscribe to see what most architecture reviews miss.