cyberneticlibrary
← library

Track trending topics over rolling windows

last30days — Rolling Topic Research Skillskillsetup L2★1
Stehfyn/vault ↗
What it does

Synthesize recent topic state from rolling 30-day windows across multiple sources

Best for

When answering 'what happened with X this month' beats a single web search by merging high-signal sources with dated context

Inputs
  • · topic name or query string
Outputs
  • · chronological brief with dated citations
  • · [source, date, link] tuples
Requires
  • · Reddit API
  • · X/Twitter API or Nitter
  • · YouTube Data API v3
  • · Hacker News Algolia search
  • · Polymarket API
  • · generic web crawl
Preconditions
  • · SKILL.md activation on user request for trends/news/status
Failure modes
  • · Source API unreachable
  • · No results in 30-day window for niche topics
  • · Web crawl fallback generic and low-signal
Trust signals
  • · Integrated Reddit, X, YouTube, HN, Polymarket in single view
  • · Algolia search for HN gives dated results