A reusable content-production workflow that turns long-form educational material into focused short-form campaigns. Its first use transformed a two-hour lecture on AI agents into 15 standalone videos—each designed to teach one useful idea, build instructor credibility, and lead relevant viewers to the Maven course.
Create useful standalone clips that build trust and direct interested viewers to the relevant Maven course
My role
Editorial strategy, motion-system design, AI production direction, final polish and approval
01
The challenges
Challenge 01
An interesting moment may not work as a complete short-form clip.
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Yujian's lecture is full of definitions, caveats, and asides that depend on earlier context, and keyword search can find a relevant topic but can't tell whether that section stands on its own.
The evaluation therefore measured audience demand and editorial completeness separately. A clip qualified only if it introduced the topic, explained it, established why it mattered, and ended on a complete thought. A popular topic was rejected if the excerpt lacked context, changed the meaning of a claim, or ended before the main point.
Challenge 02
Static slides could not support a scalable short-form campaign.
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Yujian's lecture leaned on static presentation slides, so extracted clips lacked the visual movement short-form platforms need, and building custom graphics for each video by hand would have slowed production.
This created a second requirement: a reusable motion system that could turn each clip's meaning into relevant supporting graphics while following consistent visual, layout, and animation rules.
02
The approach
The workflow automates repeatable tasks while keeping final decisions with the designer.
Local scripts handle transcription and media processing. AI supports research and clip analysis, proposes supporting graphics under designer-defined rules, and implements approved visuals in Remotion. After automated QA, the designer completes the Adobe polish and sound mix, then reviews and approves every delivery master.