Agents and workflows
Daily shorts content engine
A pipeline that drafts a daily news short and a weekly review for an education channel, held for approval before it posts.
Status: In use
What it does
- Every weekday it drafts a short "what happened today" news video; on Saturday it drafts a weekly review.
- Charts are real line charts over a window that matches the story, with the headline figure computed from the plotted series.
- Uses the owner's own cloned voice (with an AI-voice disclosure) and licensed photos with credits where available.
- The draft lands in an approval queue; the owner approves or edits before publishing.
- A related course series publishes one short a day.
Why it exists
A daily publishing habit is hard for one person to keep. The pipeline does the repeatable work and keeps the decision on what goes public with a human.
Stack and status
Stack
- Python render pipeline and React video templates
- Local voice cloning and captioning
- Scheduled tasks on the owner's machines
- Content Studio AI approval queue
- YouTube Data API for publishing
Status: In use
In use for the owner's education channel (White Feather Finance). It is educational content; this page makes no claims about investing or trading outcomes.
What is public and what is private
Public
The published videos on the channel.
Private
The pipeline code, drafts, voice reference and credentials.
Honest limitations
- Some runs fail or need a retry (render timeouts, quota limits), so it is supervised.
- A cloned voice and generated visuals still need a human check for accuracy.
- Platform API quotas cap how much can be published per day.
Related projects
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