Turning a conference into articles, clips and knowledge
One conference recording can support articles, clips and knowledge search when every derivative points back to a verified source segment.
Map the recording first
Use timestamps, agenda and slides to identify talks, topics, questions and demonstrations while preserving the context around a short quote.
Combine transcript, agenda and slides into a source map because important demonstrations and charts may never be described fully in speech.
Edit for each format
Articles need fact checking, clips need complete thoughts, chapters need navigation, knowledge entries need provenance and quote cards need word-for-word audio review.
Maintain a record for each derivative containing source interval, speaker, edit status and every publication that reuses the fragment.
Let AI propose, not publish
Models can group topics and suggest candidates. Editors remain responsible for significance, rights, factual accuracy and the source meaning.
Editors should verify quotation wording, context, factual claims and publication rights even when models propose strong topics or headlines.
Measure reuse, not output volume
Track useful archive searches, source-video visits and engagement. Consolidate related search questions into strong materials instead of mass-producing near-duplicates.
Measure useful discovery and source engagement, and consolidate overlapping search questions instead of generating many near-identical pages.
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