I've built systems that perform under pressure - from AI applications to development workflows.

I've been where you are. Whether it's AI projects that demo beautifully but crash in production (over 80% of AI projects fail), or development workflows where you always meant to add proper testing but there was pressure to ship first. Sound familiar?I've seen the aftermath. Those P1 incidents, customer-down situations, emergency war rooms—and I can't count how many times the root cause was something equally preventable. AI systems that can't handle real-world data. Critical bugs that should have been caught in testing. But why weren't they? Because it was too damn hard to put all the pieces together and institutionalize quality.
That's what changed everything. I started in technology, then spent years training in Michelin-starred kitchens where precision and flawless execution under pressure weren't optional—they were survival. That experience taught me that systems either work perfectly or they fail catastrophically. When I returned to tech, I saw that despite all the amazing tools and AI we have today, teams are still struggling with the same fundamental problems they faced 20 years ago: pressure to ship, reluctance to invest in finding critical bugs before production, building systems that actually work when it matters.
But here's what's different now: Companies are making massive AI investments without understanding where AI delivers 10x improvements versus expensive incremental gains versus doing nothing new but calling it "AI." I can help you identify the difference and focus your AI investment where it actually transforms your business.
I've optimized complex production systems including enterprise pharmaceutical platforms with advanced orchestration. I can show you how to build quality into your process so thoroughly that moving fast and building reliable aren't competing priorities—they're the same thing.

AI Development & Strategy- Custom AI Applications - LLM integration, conversational interfaces, intelligent automation
- AI Investment Strategy - Identify where AI delivers 10x improvements vs. expensive incremental gains
- Production-Ready Systems - AI applications built for enterprise reliability and scale
- Performance Optimization - Real-time monitoring, error handling, and continuous improvement

Development Workflow Optimization- Test Performance - 5-10x faster execution through parallel processing and intelligent categorization
- Process Streamlining - Eliminate context switching and automate repetitive friction points
- Quality Systems - Automated gates that prevent problems before they reach production
- Architecture Review - Enterprise-grade design that scales with business growth

Enterprise Integration- ROI Analysis - Quantify current costs and project improvement benefits
- Team Knowledge Transfer - Your developers become optimization experts
- Scalable Implementation - Solutions designed to grow with your business
- Measurable Results - Performance benchmarks and continuous monitoring