AI-Native Engineering

Six weeks of 1:1 coaching for engineers who want a deliberate AI coding practice:

stack configuration, steering, iterative planning, feedback loops, knowing when not to use AI, and practice review.

Claude Code (primary), Codex (breadth). $5,500.

Tools (Wk 1). Patterns (Wks 2–4). Judgment (Wks 5–6).

TOOLS (Wk 1)

  • Wk 1: You can configure your stack — settings, model selection, three-layer controls.

PATTERNS (Wks 2–4)

  • Wk 2: You can steer the agent — context, files, intent.
  • Wk 3: You can plan iteratively — task briefs, phases, mid-flight correction.
  • Wk 4: You can build feedback loops the agent runs inside.

JUDGMENT (Wks 5–6)

  • Wk 5: You can decide what to pair on, what to delegate, and when not to use AI.
  • Wk 6: Practice review — You and a peer audit the practice.

FAQ

I already use Claude Code daily. What does this add?

Pattern recognition and a peer who's seen the bad versions. The program audits the practice you already have — what's working, what's a habit, what's a gap. If you've been throwing at the wall and want to stop, that's what we work on together.

My stack isn't Claude Code primarily. Will this work?

Yes, with a caveat. The worked examples use Claude Code, so if you're primarily on Cursor or Cline, the patterns transfer but the live sessions will be in Claude Code unless we pre-agree otherwise on the intro call.

I've drifted away from hands-on coding. Will I keep up?

Pair-coding is how rust comes back — we write code together, you stay in the seat, gaps surface and we fix them as we go. Some sessions you'll drive, some I will. Both are normal.

How fast can we start?

Two engagements at a time right now; usually 1–2 weeks to start, sometimes longer.

What about payment?

Upfront. Invoice to you or your company. If installments matter, we can work it out on the intro call.

Will my code and project details stay private?

Yes. NDA on request. Your code, spec, and project details don't appear in public content without explicit written permission. Case study and content rights are negotiated separately and never default to yes.

What if it's not working for me?

We check in after week 2. If either of us doesn't feel the fit, we end the engagement and reconcile to completed sessions — you pay only for what we did.

If this is the conversation you've been wanting to have, let's talk.

Pick a slot. Bring what you've got.