// ai systems
AI-native architecture and development
Boundaries, tool permissions, threat models, and development workflows that make AI features legible before launch.
01
What to reach out for
For leaders
High-Leverage Decisions & Thinking Partner
Your highest-leverage decisions rarely come with a playbook. When you are shaping a system, leading a team, or deciding what comes next, the right second perspective can change the outcome.
- → Career inflection pointsStaff, Principal, Engineering Manager, Head of Engineering, or your next chapter. Navigate your high-impact career decisions with someone who's been on both the technical and leadership path.
- → Technical judgment on callA second read for architectural decisions, launch risk, platform direction, or AI adoption, aka when the cost of getting it wrong is measured in months or years.
- → Thinking partner for hard problemsFor your hard problems without an obvious answer: difficult tradeoffs across engineering, product, organizations, and AI where better judgment changes the path.
For companies
Hiring me as your engineering leader
When a product or infrastructure bet is ambiguous, high-stakes, and cross-functional, you need someone who can set direction, align stakeholders, build execution systems, and create the technical clarity that moves velocity, quality, and revenue.
- → VP / Head of EngineeringLead the team, own delivery, and stay technical. Engineering leadership on flagship products from 0-to-1 bets to billion-user scale, with attention to detail and big-picture judgment.
- → Architecture audit / code auditA focused review of system boundaries, mobile app architecture, reliability risks, privacy assumptions, and maintainability.
- → Technical due diligenceIndependent engineering diligence for founders, investors, and leadership teams evaluating product readiness, architecture risk, AI-native systems, or scaling constraints.
