What I Can Help With
Orchestration Architecture
Designing multi-model routing systems with fallback chains, cost optimization, persistent memory, and graceful degradation. I'll help you architect systems that don't fall over at 3am.
Production AI Review
Audit your existing AI systems against real-world failure patterns. I've documented failure patterns across 8,100+ production jobs — I know where things break before they do.
Model Selection & Benchmarking
Systematic evaluation of which models actually work for your specific workloads. Not synthetic benchmarks — real task performance with your own data.
"I've been doing this at scale for six months. Here's what the data says — not what the vendors say."— 8,100+ production jobs, since October 2025
Why Work With Me
Most AI consulting is theoretical. Mine is grounded in running a production system 24/7, dispatching real work, and cataloging every failure, surprise, and lesson learned.
I've evaluated 35 distinct models across benchmark and production workloads. I've identified the top three failure classes (context loss, rate limit cascades, overhead tax) with exact percentages. I've built and operated multi-model routing, persistent memory, and autonomous error recovery.
Everything on this site is evidence. Every opinion has data behind it. I don't tell you what sounds right — I tell you what the numbers say.
Get in Touch
Whether you're designing a new system from scratch, auditing an existing one, or just want a second opinion from someone who's been doing this at production scale — reach out.
The best conversations start with a specific problem. What's breaking? Where's the gap? What decision are you stuck on? I'll give you an honest answer backed by data.