AppyDave
AGENTIC
AppyDave · David Cruwys · Context Engineering · March 2026 Edition

Context
Engineering
Changes
Everything

The gap between AI demos and AI results is context. I build production agent systems, document what works, and teach practitioners how to do the same. No hype. No theory. Just working systems, shipped weekly.

AI Practitioner·BMAD Method·Context Engineering·Digital Nomad · Thailand
David Cruwys
Evidence
200+
Videos Published
3
YouTube Channels
50+
Skills Built
5
Products Shipped

All numbers current as of March 2026. Every skill, product, and video is documented publicly.

OS

“I’m not a thought leader. I’m a practitioner who documents what actually works.”

— David Cruwys, AppyDave

Australian developer turned AI practitioner, living in Chiang Mai, Thailand. Building agent systems that replace headcount so founders can scale without hiring. Everything I teach, I use first.

AppyDave

Content Pillars

What I Build & Teach
01
BMAD Method

Full-stack agent development methodology. From business analysis through multi-agent design to production deployment.

Core
02
Context Engineering

The discipline of shaping what AI sees. Skills, brains, prompts, and memory — engineered for production reliability.

Core
03
FliVideo

Video asset management and production pipeline. Storyline planning, asset generation, and publish automation.

Active
04
Agentic OS

Project Theodore. A three-machine agentic operating system — Ansible, Supabase, and autonomous agent orchestration.

Building
05
Skool Community

Free community for AI practitioners. Monthly sessions, shared frameworks, templates, and direct feedback loops.

Active
06
Claude Code

Deep-dive content on Claude Code workflows, skill authoring, agent configuration, and production prompt engineering.

Active
Agentic

Channels

Where to Find Me
YouTube · Primary
AppyDave

Practical AI agent builds, context engineering deep dives, and the BMAD Method. New videos weekly. The main channel.

Subscribe →
YouTube · Lab
Clauding Lab

Claude Code sessions, skill authoring walkthroughs, and real-time agent development. Unedited practitioner content.

Subscribe →
YouTube · Visual AI
AI TLDR

AI graphics, animations, and faceless storytelling. Essential AI updates distilled without the noise.

Subscribe →
Community · Free
Skool

Monthly live sessions, shared frameworks, templates, and direct access. Free to join, practitioner-focused.

Explore Community →
AppyDave
Newsletter

The Context
Engineering Brief

Weekly practitioner notes on what I’m building, what’s working, and what broke. No fluff. Unsubscribe any time.

No spam. Written from Chiang Mai, Thailand. — David Cruwys, AppyDave