Turn consequential AI decisions into defensible operating choices.
I expose hidden constraints and opportunities, pressure-test material investments, and translate qualified decisions into systems, controls, and evidence an organization can operate.
One request, two operating boundaries, one material difference.
Most AI advice covers one layer. Strategy without architecture. Architecture without governance. Governance without production. The decisions that matter sit across all five.
AI changes what is possible faster than most operating plans change. I look for the changes that may materially alter your options.
Each path produces a different kind of certainty. The engagement begins at the point where your decision is currently constrained.
Productized offers for eligible nonprofit organizations and active HEB Chamber of Commerce members are available through the private member route.
Advice gets sharper when the architecture, failure modes and operating constraints are real. I build products and publish selected tools in the same areas I advise on.
12K+ npm + PyPI installs across public open-source packages.
Explore Open Source & Systems →Secure the code. Protect the tenant boundary. Verify the model interaction.
Security and verification tools for AI-assisted development. Three independent MIT-licensed packages, each answering a different developer-security question.
Evidence-backed AppSec for AI applications and agents.
Audit AI/LLM source code with explicit coverage, reproducible findings and tamper-evident scan evidence.
Catch cross-tenant leaks before production.
57 deterministic rules for tenant boundaries across multi-tenant SaaS and MCP server code.
Verify model interactions before they reach users.
Local-first prompt-injection checks, PII redaction, hallucination risk signals, JSON repair and runtime monitoring.
Every engagement runs on the same operating method, from a single advisory session to a multi-month implementation.
6 papers and 4 frameworks across AI strategy, production architecture, and governance.
Former Fortune 50 Core Team Lead and Senior Technical Program Manager. Led a 53-application enterprise portfolio and later worked across AI implementation, governance, and a Commercial Software AI Strategy initiative. Founder of HAIEC and KestrelVoice. 16+ years across software, infrastructure, enterprise program delivery, and applied AI systems.
Start with one material decision, the consequence attached to it, and the evidence or operating constraint your current process cannot resolve.
