talk-stage1-extract

To summarize raw transcripts and notes into a talk outline, provide the source file path or inline content. The tool extracts the narrative arc, themes, metrics, and gaps, then writes a structured summary markdown file.

You can extract metrics and themes from an article to prepare a presentation by inputting the article text. The system identifies 3-7 main themes and pulls every measurable number with its source to build your summary.

Detecting REX versus Concept source types works by analyzing content signals to differentiate real-world proof from ideas or thesis. REX sources yield a chronological narrative arc, while Concept sources produce a thematic arc.

The best way to identify gaps in existing material before writing a talk is to audit it using this extraction process. It flags missing information needed for a complete talk and outputs the findings to a summary file.

To generate a talk summary, you provide a slug, event, date, duration, audience, and mode if they are not already supplied. The system requests these metadata fields during processing to structure the output file correctly.

To create a narrative arc from raw notes, the system reads your inline content or files and structures the chronological or thematic flow. It outputs a markdown file formatted under talks/{YYYY}-{slug}-summary.md.