Recipes / Research & monitoring
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Research feed filter: 15 sources in, only new ideas out

A daily job pulls 15 curated sources, lets a model reject most items as irrelevant, checks the rest against existing notes, and saves short summaries for a weekly digest.

Setup time~12 hours (per the post)
CostModel usage
RunsDaily + Sunday digest
Needsscheduler, RSS/APIs, notes database
Last updated2026-10-15
RedditSource

Built a semi-autonomous research agent that actually saves me time instead of creating more work to manage

by r/AI_Agents poster · not retrieved

✓ Reddit blocks our fetcher (login wall). Thread content confirmed via a search-engine snapshot on 2026-10-15; the username wasn't in that snapshot.

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Part 1 · What the source did

A daily job pulls 15 curated sources, lets a model reject most items as irrelevant, checks the rest against existing notes, and saves short summaries for a weekly digest.

  • Cron pulls arXiv, blogs and subreddits.
  • Claude filters by stated interests and rejects about 80%.
  • Deduplicates against existing notes.
  • Writes 2–3 sentence summaries to Notion and compiles a Sunday digest.
“Rejects roughly 80% as not relevant enough.”— r/AI_Agents poster, Reddit

Summary written by Agent Cookbook. See the original for the full context.

Part 2 · Our copy-paste version

Adapted by us from what the source described. Fill in the [BRACKETS].

The prompt

Daily: for each new item from [SOURCES], decide RELEVANT or NOT for these interests: [LIST]. Be strict. For relevant items, search my notes [NOTES LOCATION]. If I already have this idea, skip it. Otherwise save: title, link, 2–3 sentence summary, why it's new to me. Sunday: compile the week's saved items into a digest grouped by theme.
🛡
Approval ruleRead and save only; you decide what to act on.

Set it up

  1. List 10–15 sources and your interests.
  2. Run daily for a week and check rejected items once.
  3. Turn on the Sunday digest.

Common failures

⚠
What usually goes wrong
  • Interests too broad means nothing gets filtered.

Variations

  • Grok Bot routine with web + X search.

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