You shouldn't have to
figure this out alone.
Expert guidance for solo builders and teams building AI agents and LLM systems — on the claw stack, or your own custom setup.
Book a free 30-min call →Why AI won't get this right
AI answers the question you ask. The problem is knowing which question to ask.
"How do I make this scalable?" returns patterns, frameworks, a list of options. What it doesn't return is a read on whether you need scalability right now — or whether the smart move is to build something simple, ship it, and rewrite when the time comes.
That judgment needs domain context AI doesn't carry: How often will this change? Who maintains it when you're not looking? What actually breaks first — load, or complexity? Most systems fail from the second one.
Starting simple isn't a mistake. Starting simple when you needed durability, or over-engineering when you needed speed — those are. Knowing which situation you're in is the whole game.
What I offer
System Review
A review of your current setup — the parts that work well, and the weak spots and gaps to fix before they become problems.
Architecture Advice
Design decisions that scale without overengineering.
1-on-1 Sessions
Async or live. You bring the problem, I bring 12 years of context.
How it works
Tell me about your system and what you're trying to solve. 30 minutes, no pitch.
Async or live — I look at what you have and identify the real bottlenecks.
Written report or session summary with concrete, actionable recommendations.
Common questions
Yes. 30 minutes, no pitch, no invoice. It's a conversation to understand your situation — if it's not a fit, I'll tell you.
Early is the best time. Architectural decisions made in week 2 are the ones you live with for years.
No. You bring your setup and your questions, I bring 12 years of context. The output is always plain language.
It depends on the size of your system. For an async review, typically 3–5 business days after the initial call.