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Use when turning an episode topic or local research report into source records and paper notes inputs.
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Based on SOC occupation classification
| name | source-harvester |
| description | Use when turning an episode topic or local research report into source records and paper notes inputs. |
research/sources.jsonlresearch/paper_notes.mdUse when aligning voiceover audio and segment text into subtitle files with readability checks.
Use when validating an episode topic and coordinating deterministic local content-factory workflow setup.
Use when creating, updating, or reviewing global DESIGN.md, global FRAME.md, or an episode-level video_script/FRAME.md for AI paper explainer videos.
Use when composing storyboard, assets, audio, and captions into HyperFrames draft outputs.
Use when shaping hooks, cover headlines, storyboard beats, or visual concepts for paper explainer content that needs a stronger advertising idea without losing factual accuracy.
Use when evaluating episode artifacts and reporting pass, partial, or failed production readiness.