Research Reader/ YOUTUBE CORPUS

A reading room for the video archive

Follow a subject,
not a channel.

Find the thread across videos. Repeated points belong once; differences, changes and useful caveats stay. Each article leads back to the exact moment in its sources.

Search filters the draft topic map; it does not generate new articles.

Browse all 410 videos and candidate keywords →These are provisional search terms, not article summaries.

Five articles · one free writer

The DeepSeek reading experiment

Five source-linked drafts, written only by DeepSeek Flash Free. Read them as an experiment—not a complete or independently fact-checked account of each topic.

Browse the archive

8 TOPIC FAMILIES

  • 01

    AI agents & tools

    Hermes and OpenClaw · MCP and integrations · memory · orchestration

    72 candidates
  • 02

    AI coding & model comparisons

    Claude Code · Codex · DeepSeek · coding agents · cost, speed and quality

    60 candidates
  • 03

    Learning & study

    Learning science · memory · mind maps · flashcards · study techniques

    21 candidates
  • 04

    Mathematics & visual explanations

    Vectors and linear algebra · probability · differential equations · Fourier

    48 candidates
  • 05

    Research & academic work

    Literature reviews · research questions · NotebookLM · citations · data analysis

    11 candidates
  • 06

    Food, glucose & health

    Glucose levels and spikes · insulin · food and sugar · protein · hormones

    41 candidates
  • 07

    Creative tools & design

    Design systems · image and video generation · Higgsfield · social content

    36 candidates
  • 08

    Productivity & automation

    Notion and Obsidian · Zapier · workflows · cron · personal systems

    70 candidates

The reading experience

Claude Code + DeepSeek

A first corpus-only example separates model from harness, merges repeated creator advice, and keeps claims tied to timestamps.

Read the sample synthesis →

Draft: three direct demos; 23 co-mention leads still need relevance review.

Start with the useful answerA short, clear orientation before the evidence and exceptions.
Group ideas, not videosCollapse same-channel repetition; keep distinct demonstrations and changed recommendations.
Show what the sources supportTimestamped links inline; creator claims and uncertainty remain attributed.
Separate outside researchAny web-sourced update appears in its own cited section, never blended into video claims.

Early preview: 8 provisional topic families, a searchable video keyword catalog, and one sample article. Search filters topics; it does not generate new articles.