Organizational Scale &
Global Strategy.
Directing cross-functional organizations to solve multi-billion dollar problems. My leadership is defined by technical rigor, operational efficiency, and a commitment to educating the next generation of AI leaders.
AI Fund — product discovery to delivery
Engineer in Residence, Andrew Ng's venture studio
- Owned the full loop across two major pivots: customer discovery, ICP selection, contextual inquiry and Mom Test interviews, with demand validated before any build was scaled.
- PostHog KPI instrumentation to verify shipped features actually moved behavior, rather than assuming they did.
- Made the stop call on evidence when the technical signal was strong but commercial urgency was absent — a disciplined kill with minimal sunk cost.
- Nine lessons carried forward on finding real pain, defensibility, and why a team's evals separate good from great — mentored by Andrew Ng, Eli Chen, Andy Ku, Jill Shih and Sandeep Gupta.
Engineering governance at scale — the constitution layer
Architect
- Codified engineering principles as an enforceable governance layer shared across every agent in the system, rather than as documentation nobody reads.
- Structural gates for mechanically-checkable violations, semantic gates for those needing judgment — matching the gate type to the violation class.
- Cross-family review as an independent-verification gate: an author's blind spots survive their own review by construction, so review requires a different model family.
- Cost governance through model right-sizing by task class, keeping the most expensive reasoning on judgment work only.
Senior SWE Manager (Google)
Global Platform Delivery
- Managed 16+ global engineers across 6 complex tracks, aligning cross-functional teams to execute a ~$40B capital spend portfolio.
- Owned P&L for massive corporate vendor contracts, running build-vs-buy analyses to mitigate risk.
- Instituted a rigorous 'no-blame postmortem' engineering culture to maximize operational reliability and system uptime.
Trellis Agile Organization Scaling
Manager, Solutions Architecture
- Drove execution as the sole architectural leader for the organization, directly managing 6 senior architects.
- Indirectly influenced and mentored over 50 engineers operating in Agile pods.
- Redesigned the entire workflow pipeline architecture to compress processing cycle times by over 99% (from 1 week to under 60 seconds).
21CT Product Delivery (Healthcare/Defense Analytics)
Director of Product & Engineering
- Steered a $4M advanced graph-analytics platform through a highly regulated HIPAA-compliant ecosystem (Texas HHS/OIG).
- Actively managed a 15-person core engineering string, orchestrating vendor evaluations, deployment, and end-user training.
- Slashed government investigation cycle times by 96% (2 years to 90 days), winning the 'Be the Change' award.
UC Berkeley Executive Education Instructor
Instructor, AI & Emerging Technologies
- Taught AI, Machine Learning, and enterprise-scale tech strategies to 1,500+ Fortune 500 executives and global leaders.
- Guided leadership on identifying critical boundaries for 'Responsible AI' and establishing ethical enterprise governance.
Early career — Quidnunc, IONA Technologies, Ajilon
Engineer, then Principal and Senior Principal Consultant
- Quidnunc (2000, San Francisco) — early engineering role.
- IONA Technologies, later acquired by Progress Software (2000-2002, Austin) — distributed systems and enterprise software across financial and technology environments.
- Ajilon as Principal and Senior Principal Consultant (2002-2009) — led architecture across 15+ enterprise programs.
- Delivered SOA architecture reducing integration complexity by approximately 35%.
- Consulting engagements included Trellis / Texas Guaranteed, which led directly to being hired there as Manager, Solutions Architecture in 2009.
The Executive Toolkit.
Global Operations
Managing distributed resources across geographic boundaries with unified architectural standards.
Financial Rigor
Connecting engineering health directly to P&L outcomes. Validated $500M+ ROI delivery.
AI Governance
Bridging the gap between frontier AI capability and corporate risk management.
Teaching the Next Wave.
What brings you here?
Pick the closest fit and I will point you at the right conversation.
Prefer to ask first? Interview my AI concierge — bottom right of any page.