I Help Organizations Control Their Agents.
AI agents move at machine speed. Without structural governance, they'll ship untested code, violate architecture boundaries, and create technical debt faster than any human team ever could. I build the enforcement layers that make agent safety structural — not aspirational.
What I Do
Every engagement is hands-on. I don't write slide decks about agent governance — I build the hooks, harnesses, and enforcement architecture that make it real in your codebase.
Agent Governance & Control
Layered enforcement that makes agents structurally incapable of violating your architecture rules. Instructions are suggestions — enforcement is law.
- ▸ Enforcement layers: instructions → hooks → gates
- ▸ Agent harnesses with budget & tool allowlisting
- ▸ Cryptographic approval gates for high-risk operations
- ▸ Safe-output contracts that constrain agent writes
Test Enforcement Architecture
AI-generated tests achieve only 20% mutation scores — 80% of bugs slip through. I build coverage gates that catch what agents miss.
- ▸ Line-level coverage verification at commit time
- ▸ Layer-aware requirements (domain: 90%, infra: 70%)
- ▸ Pre-tool-use hooks that block untested code
- ▸ Mutation testing to catch false-positive coverage
Agentic Workflow Design
CI/CD pipelines designed for agents, not humans. Markdown-defined workflows with governance baked into every step.
- ▸ CI/CD pipelines purpose-built for agent velocity
- ▸ Hookflow-based pre/post-tool-use enforcement
- ▸ Self-healing infrastructure with graduated privileges
- ▸ Human approval gates where they matter most
Why Work With Me
247 agent commits — all with enforced tests
Harnesses, hookflows, signers, frameworks
Deep technical writing, not thought-piece fluff
Read the technical deep-dives
Layered enforcement that makes agents structurally safe.
Agent Hooks: Controlling AI in Your CodebaseHook-based enforcement for architecture rules.
Cryptographic Approval Gates for AI AgentsEd25519 signatures for high-risk agent operations.
Agentic DevOps: The Next Evolution of Shift LeftDevOps redesigned for agent velocity.
Let's Talk Agent Governance
Every engagement starts with understanding your agent landscape. Let's discuss where your agents are, where they're going, and how to keep them in line.
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