Building AI-automated content
operations in production.
Reverse-engineering the pipeline — scraping, LLM rewriting, TTS, render farms, YouTube automation — and shipping tutorials on what actually works.
New here? The channel is where the builds happen.
Every video ships only after passing the same automated quality gate the toolkit documents.
The pipeline rejects its own work when it drifts — one night it binned 17 of its own 24 drawings. That's the bar.
One human, one AI, real artifacts on screen — including the failures.
Production pipeline walkthroughs
Deep dives into how a solo operator runs a multi-channel content operation — the actual code, the actual prompts, the actual failures.
→ Watch on YouTubeWhat I build
Multi-stage video pipelines, TTS voice-cloning rigs, GPU orchestration, YouTube automation scaffolds, and revenue experiments.
What you learn
Which models are actually good, which services to self-host, how to wire Claude / Ollama / ComfyUI / Chatterbox together, and the failure modes nobody talks about.
Who this is for
Solo operators, indie hackers, and AI engineers building content pipelines or agentic systems who want working examples, not theater.
Free: the toolkit behind this channel.
The plain-text workflow files and checklists this operation actually runs on, delivered to your inbox right away — then one email when a new pipeline walkthrough drops, nothing else. Unsubscribe any time.
By subscribing you agree to receive occasional updates. Your email is stored only to send you those updates and is deleted when you unsubscribe. No tracking pixels, no third-party sharing.
The AI Tool Stack PRO Kit
14 paste-ready workflows — the exact prompts and checklists this channel runs on: idea-to-week planning, 20-minute research, hooks, retention, self-QA, and more. Updated as the machine evolves; buyers get every update free.
Pay what you want — from $5