Methodology

How it works

EarlyNarratives turns a flood of public updates into a short daily briefing you can scan in minutes - with links back to the originals. We read widely, remove duplicates, and group related updates so you get clarity without living on feeds.

No investment advice. Research signals and sources only. EarlyNarratives provides informational signals derived from public sources. It does not provide financial, legal, or tax advice.

Pipeline overview

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  1. Sources

    RSS / Reddit / Telegram / X / GitHub. (public sources; no invented facts).
  2. Dedupe

    Exact + near-duplicate detection to reduce amplification bias.
  3. Relevance gate

    Store everything, process a subset for clustering/scoring.
  4. Clustering

    Embeddings + clustering to group related updates and reduce duplication.
  5. Deliver briefing output

    Today’s Brief and This Week’s Brief with source links and context.
Glossary (optional)
  • Topic (internal: Signal) - A cluster of related posts about the same thing.
  • Trend (internal: Storyline) - A topic that persists across days/weeks.
How to verify an item
  • In Pro you can open source links (titles, timestamps, outbound links). Public pages show summary metrics and locked source placeholders.
  • Check concentration and duplicate ratio to spot amplification waves.
  • Treat momentum as attention velocity, not an outcome.
More

Methodology is shared across editions. Choose an edition to see daily briefings, topics, and trends in context.

Why EarlyNarratives exists

Feeds are flooded with duplication, rewrites, and engagement bait. When everything looks urgent, clarity breaks down.

EarlyNarratives is the calm layer: we read widely, remove duplicates, group related updates, and deliver a short daily briefing with source links - so you stay informed without the scroll.