MartianAI co-founding engineer, Head of Europe
Architected the AI model router, with 1000x faster inference. Built and led a team of 6, helping grow company value by tens of millions.
AI engineering review
Two weeks. We look at how your team works with AI today, set up quick wins along the way, and map where to go next.
Not just a report. Quick wins, set up and running.
More out of the AI you already use.
A better workflow, so the same team ships more, faster.
Better context and setup, so agents do good work more often.
Review moves as fast as your team writes code.
More output without more bugs reaching production.
AI working in places your team hasn't tried.
Every engineer works the way your best one does.
Where there's more to gain.
Who uses agents, for what, and where there's more to gain.
Whatever harness you use: CLAUDE.md, AGENTS.md, skills and access, so agents have the context they need.
How AI-written code gets reviewed, so reviews keep up with output.
The steps, gates and sandboxes that let agents do more, safely.
Places where AI could help but isn't used yet.
What one team figured out, shared with the rest.
I've built this inside real teams. At Reddy, I built AI agents that investigate bugs, review code and ship fixes. Let's find what fits yours.
Two weeks, then your call.
We look at how your team works with AI today, with read access and short talks with a few of your engineers.
We set up easy fixes and process improvements, and agree on a roadmap for the rest.
Work through the roadmap with me, or run it yourselves. Your call.
Results in two weeks, not a slide deck.
An AI engineer who builds these systems.

“There are very few people in the world who can take a digital product from concept to working software without much day-to-day direction, let alone do it quickly. Dory, Coreteam lead engineer can, and is great to work with along the way.”
MartianAI co-founding engineer, Head of Europe
Architected the AI model router, with 1000x faster inference. Built and led a team of 6, helping grow company value by tens of millions.
ReddySenior staff AI engineer
Made a voice AI platform 10-15x faster and cut voice processing costs 5x. Built AI agents that find bugs, review code and ship fixes.
BCGTech lead, CO2 AI
Took the platform from MVP to enterprise product. Cut customer onboarding from hours to minutes.
HearstSenior engineer
Took over and rebuilt the systems behind a $100M advertising business, then hired the team that took over.
I hit the ground running. I've taken over existing systems many times, often leading within the first two weeks. My last two clients both hired me directly.
Full background on LinkedInMy AI research: Karpathy vs 8 CLAUDE.MDs (126 builds) and which planning method works best with AI (50 builds).
A 30 minute call to check the review fits, before you spend anything.
Book a 30 minute callOr send a message.
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