How I Work

Product first, reliability next.

I design and ship LLM features, agents, and knowledge systems for founders who need them in production — evaluated, observable, and wired into the rest of the stack.

Let’s talk about your product

Starting from zero

Starting with an idea, not a codebase?

Most founders I work with do not have an existing team or a legacy system to wrap. The job is to go from a sharp idea to a product in production — without a large outsourced team in the middle.

  1. 01 Idea
  2. 02 Definition
  3. 03 Architecture
  4. 04 Build
  5. 05 Launch

How I work

Understand → Define → Architect → Build → Launch.

  1. 01

    Understand

    What you are building, who it is for, and the constraint that actually matters — time, risk, regulation, or capital.

  2. 02

    Define

    A sharp product slice. What ships first, what waits, and what would make this the wrong project.

  3. 03

    Architect

    Stack, data, AI boundaries, and the AWS shape that will still make sense after the first fifty users.

  4. 04

    Build

    I implement the critical path. When the work needs more hands, I bring trusted engineers and stay the technical contact.

  5. 05

    Launch

    Production, observability, and a handover you can operate — or we keep building the next slice together.

Next

Tell me what you’re shipping.

Share a bit of context — the idea, the constraint, and when you want something in users’ hands. I reply to every inquiry within 1–2 business days.

Tell me what you’re shipping