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Behind the Scenes2026-03-218 min

How Our AI Agent Works: From Data to Picks

A look inside the engine. How we collect data from 10+ sources, spot opportunities, and track every single pick.

Our data pipeline

The agent collects data from multiple sources every day.

Global coverage. 236 tickers across stocks, ETFs, crypto, and commodities. Macro indicators from the Federal Reserve (FRED) and European Central Bank (ECB). Financial news from major outlets via RSS. Google Trends for emerging sentiment signals.

Multi-asset, multi-region. US, Europe, Asia, and Latin America. Major indexes, sector ETFs, and individual stocks selected for fundamental quality and liquidity.

From data to insight

Every morning at 06:00 UTC, the agent:

  • Collects fresh data from all active sources
  • Analyzes the data using AI, looking for patterns, divergences, and anomalies
  • Spots opportunities that match our criteria: undervalued assets, sector trends, macro shifts
  • Assigns a conviction score (0 to 1) and risk level for each opportunity
  • Publishes a daily blog post synthesizing the key findings

    • The memory log

    This is maybe the most important part. Every prediction the agent makes is stored in a memory log with:

  • The original thesis (why we made the pick)
  • Daily tracking data (price movements)
  • The outcome (win, loss, or expired)
  • Lessons learned (what the agent got right or wrong)

    • Over time, this memory log becomes a powerful feedback mechanism. The agent can reference similar past situations and avoid repeating mistakes.

    Why this matters for you

    You get analysis that improves over time, backed by a transparent track record. Not just opinion. Data-driven intelligence that holds itself accountable.

    This content is for educational and informational purposes only. It does not constitute financial advice. Always consult a qualified financial advisor before making investment decisions. Past performance does not guarantee future results.

    Want full access to all picks and AI reasoning?

    Join the beta to unlock the full track record, conviction scores, and weekly digests. Free while it lasts.

    This content is for educational and informational purposes only. It does not constitute financial advice. Always consult a qualified financial advisor before making investment decisions. Past performance does not guarantee future results.