Why Minimal Harness Beats Custom Orchestration for AI Agents
The less custom orchestration you build, the more you benefit as models improve. Here's the architectural philosophy that's changing how teams build AI systems.
Engineering Leader • AI Strategist • Mentor • Coach
I help engineering leaders and teams unlock the next level of productivity through AI-augmented workflows, operational excellence, and hands-on coaching.
I'm an engineering leader with 15+ years at the intersection of AI, developer productivity, and operational excellence. I've led teams at Fortune 100 companies, building infrastructure and systems that make engineers dramatically more effective.
I believe the next decade of software engineering isn't about writing more code — it's about building systems where humans and AI collaborate to eliminate toil and amplify impact. I've seen firsthand how small teams with the right AI leverage can outperform teams 2-3x their size.
Now I help other engineering leaders and teams do the same — through mentoring, coaching, and hands-on consulting. Whether you're adopting AI tools, scaling developer productivity, or leveling up as a technical leader, I can help you get there faster.
Designing autonomous agent systems, AI-powered workflows, and strategies that actually ship results
Build systems, CI/CD, developer experience, tooling strategy, and metrics-driven improvement
Team building, architecture, cross-org alignment, turning ambiguous problems into shipping products
Helping engineers and leaders grow into their next role with practical, experience-backed guidance
Adobe
Adobe
Earlier Career
Autonomous Workflows at Enterprise Scale
Designed and deployed autonomous AI agent systems on minimal container infrastructure — eliminating hundreds of hours of developer toil per week across large engineering teams.
Engineering Excellence at Scale
Built comprehensive developer experience infrastructure including CI/CD optimization, build caching, metrics dashboards, and tooling that reduced cycle times across the org.
Strategy & Framework
Developed the strategic framework for AI Pods — small teams using AI tools to deliver at 2-3x their size. Includes governance, safety, ROI models, and adoption playbooks.
Safety & Quality at Scale
Designed memory safety gates, visual regression pipelines, and performance benchmark systems for large-scale C++ codebases — making AI-assisted development viable for legacy systems.
Whether you need a mentor, a coach, or a hands-on consultant — I bring 15+ years of real-world engineering leadership experience to help you and your team reach the next level.
Personalized guidance for engineers and engineering managers looking to level up — whether you're aiming for staff engineer, your first management role, or navigating a career transition.
For engineering leaders who want to build high-performing teams, drive organizational change, and multiply their impact through others.
Help your team adopt AI coding tools, design autonomous agent workflows, and build the governance frameworks that make AI-augmented engineering safe and effective.
Audit and optimize your CI/CD pipelines, build systems, developer experience, and engineering metrics to eliminate toil and accelerate your team.
Book a free 30-minute discovery call. We'll talk about where you are, where you want to go, and figure out the best way I can help.
Book a Free Discovery CallThe less custom orchestration you build, the more you benefit as models improve. Here's the architectural philosophy that's changing how teams build AI systems.
How small teams using AI tools can outperform teams twice their size — and the organizational changes required to make it work.
The hardest part of becoming a leader isn't the technical skills — it's learning to multiply your impact through others. Here's what I wish I knew earlier.
Whether you're looking for a mentor, a leadership coach, or a consultant to help your team adopt AI — I'd love to hear from you.
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Book a Free 30-Min Discovery Call