The content engine brings ideas, transcripts and reel scripts into one workspace. Its useful design decision is the separation between material worth keeping, a draft produced from that material and a rewrite that has been reviewed.
- 01Source material
- 02Script draft
- 03Editorial review
- 04Approved rewrite
The library gives the draft a starting point.
The repository contains an ideas collection, a script collection and a transcript library. Ideas carry an angle and a content pillar. Transcripts include summaries and takeaways as well as the longer text.
Raw notes are stored separately. The generation code can assemble selected notes alongside the transcript summaries and idea angles, so a draft can start with relevant material rather than just a topic.
A stored transcript is source material, not proof that every statement in it is correct or that the speaker’s experience belongs to the author. That distinction matters when adapting a library into public writing.
The review stage catches a different class of problem.
The code includes a list of repeated filler phrases from the older script library. A local check counts matches and passes that diagnostic into the review process. The review prompt then asks for a rewrite grounded in the source material.
This is a concrete example of making an editorial problem visible. If many scripts contain the same generic transition or closing line, the issue is larger than a weak sentence in one draft.
A phrase check cannot assess the whole argument. It will not prove a statistic, establish who ran a campaign or decide whether an example supports the conclusion. Those questions still need source checking and editorial judgement.
Keep approval separate from generation.
The engine has a separate route for saving approved rewrites against a script identifier. That gives the application a place to distinguish a revised version from the original library entry.
An approved reel script also needs another edit before becoming an article. A spoken hook can become a title, but a useful article needs enough explanation to stand alone. Calls to comment or save the reel should become a relevant next step for a reader.
The same library can support several formats. The editorial decision is what each piece deserves to become—and what still needs checking before it leaves the workspace.