Day 4 · Learning path

Tools & data workflow

Prediction markets should not run on feelings alone. You need a stable data and content pipeline.

Day
04 / 07
Goal
Audit your pipeline
Level
Intermediate
Next
Risk management

🎯 Current working toolchain

  • Polymarket CLI for official market data.
  • xreach CLI for X / KOL monitoring.
  • Jina AI + RSS for news intake.
  • defuddle for clean article extraction into reports.
  • Cron + GitHub + Vercel for automation and publishing.

🧠 Tool principles

  • Stability first, sophistication second.
  • Automation first, fancy UI second.
  • One reliable data source first, more sources later.
Build order: get one source working reliably before adding complexity.

✅ Today's task

  • Check whether each part of your pipeline can run independently.
  • Confirm every output file lands in the expected directory.
  • Write down one backup method for each critical data source.
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Day 3 · Core strategy library

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Day 5 · Risk management