content · 2026
Automated Shorts Studio
A hands-free video engine that writes, voices, animates, and publishes a 9:16 Short every twelve hours — zero API spend.
A one-machine content factory that runs unattended. Every twelve hours it picks a topic, drafts a script, voices it locally, generates the keyframes in ComfyUI, morphs them into video clips with Wan 2.1 FLF2V, composites the whole thing in Remotion, and schedules the upload to YouTube — no human in the loop from spec to publish. Everything runs on one GPU against free APIs, so the ongoing cost is electricity, not subscriptions. When anything upstream breaks — auth, render, GPU — the seven-day scheduled buffer sitting on YouTube keeps firing, so a bad night in the pipeline never turns into a dark week on the channel. Built end-to-end solo.
- Writes, voices, renders, and publishes a Short every 12 hours — fully unattended
- Local render stack (Flux2 keyframes → Wan 2.1 FLF2V clips → Remotion composite) with zero API fees
- Seven-day self-healing upload buffer — hardware or auth outages never darken the channel
- Multi-workflow architecture: separate ComfyUI workflow templates per model class, selected by GPU tier
- Fork-ready — a second channel in a different niche stands up from the same codebase in an afternoon
- Python
- ComfyUI
- Flux2
- Wan 2.1
- Kokoro TTS
- Remotion
Ran dark on OAuth for six days without missing an upload — YouTube fired the queued videos on schedule while the pipeline was broken.
