Mochaccino — layout-15 — 2026-03-21

G'Day. I'm David Cruwys.

I Build AI Agents For A Living.


Not consulting. Not advising. Building. I run a personal agentic operating system across 5 machines with 200+ agents — and I wake up every morning in Thailand to see what it shipped while I slept.

"The machine works. I think. That's the deal."

I've been writing code since before most AI tools existed. I've built Ruby DSLs, CLI toolsets, YouTube automation pipelines, content agents. What I'm doing now isn't a pivot — it's the same obsession with systems, applied to a new era.

200+ AI agents in production

I teach this on YouTube. Two channels — AppyDave for the technical practitioner, AITLDR for the AI news without the noise. Free Skool community. No paywalls on the method.


The Method

The AI Workflow Flywheel

Five steps. Not a framework — a loop.

  1. 01 — Pick One Bottleneck

    Find the single task that is eating your time and stealing your focus.

  2. 02 — Map the Handoffs

    Document what triggers the task, what it produces, and who waits for it.

  3. 03 — Draft the Agent

    Write a single-purpose agent prompt. Ship it ugly. Iterate in production.

  4. 04 — Measure the Loop

    Track time saved, errors surfaced, and decisions deferred. Data beats intuition.

  5. 05 — Extend the System

    One working agent earns the right to hire another. Chain deliberately.

5 steps from novelty to operating system
Start With YouTube
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