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.
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.
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01 — Pick One Bottleneck
Find the single task that is eating your time and stealing your focus.
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02 — Map the Handoffs
Document what triggers the task, what it produces, and who waits for it.
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03 — Draft the Agent
Write a single-purpose agent prompt. Ship it ugly. Iterate in production.
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04 — Measure the Loop
Track time saved, errors surfaced, and decisions deferred. Data beats intuition.
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05 — Extend the System
One working agent earns the right to hire another. Chain deliberately.