Services
Three focused ways to work together, for teams that need Staff-level judgment and someone who will also write the critical code.
Proof
For teams that already run an AI product or LLM pipeline.
A focused review of how your system behaves in production, ending in concrete, prioritized recommendations.
For teams building or improving an AI product.
Hands-on delivery from prototype to production, across backend, web, and mobile.
For small engineering teams that need senior technical leadership.
Hands-on technical leadership: I make and document the hard decisions, and I implement the critical parts myself.
Clarify the outcome, constraints, and riskiest assumptions.
Turn ambiguity into a pragmatic architecture and delivery plan.
Build in small, visible increments with quality controls from day one.
Writing
Two Search Console errors my code never produced: Cloudflare email obfuscation minting a 404 URL, and a www record still aimed at a Namecheap parking page.
Three frontier models deliberate for fifteen seconds. A 300 ms typed judgment in front of them refuses junk and skips a wait 82% of runs never needed.
Three AI models answer the same question under the same prompt. One is the least confident seat 95% of the time — and it is not the one getting outvoted.
Tell me what you’re building and where it’s stuck. I’ll reply with a candid view of whether and how I can help.
