01 / THE PROBLEM
The challenge.
Turn a fragmented production workflow into a system that can carry a topic from research to a published video, then use channel feedback to inform subsequent work.
01 / AI SYSTEMS / CONTENT AUTOMATION / 2026
An end-to-end content production system, built through a disciplined collaboration with AI coding agents.
Independent project · historical snapshot
01 / THE PROBLEM
Turn a fragmented production workflow into a system that can carry a topic from research to a published video, then use channel feedback to inform subsequent work.
02 / THE SYSTEM
A staged pipeline coordinates topic selection, scripts, voice, visual sources, composition and publishing. PostgreSQL persists application and job state; separate provider integrations handle AI and media generation.
Select a stage to inspect the workflow.
SYSTEM BOUNDARIES
Select a component to inspect its role.
03 / RESULT & CONTEXT
A contemporaneous project report records 116 pipeline runs, 66 composed videos and 54 uploads across three channels between February and April 2026. These are historical operating counts, not audience-performance claims.
04 / THE TAKEAWAY
The engineering work included decision-making, evaluation, and directing agents. The original report states that AI agents wrote the code under the owner's direction.