Founders in Arms

The Future of Investing: Data, Signals, and Retail Power

Apr 3, 2026
George Kailas, CEO and founder of Prospero AI, builds simplified market signals and data-driven research for retail investors. He discusses whether retail traders can beat ETFs, how retail activity and algos shape markets, Prospero’s ten-signal system, why data is becoming the real moat in AI, and pitfalls of AI stock-picking and “free” broker models.
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ADVICE

Learn Exits First Before Scaling Positions

  • Learn how to exit trades properly — it's the single hardest skill and where most gains are realized.
  • Use paper trading and start small (5% of portfolio) while studying exit signals before scaling real capital.
INSIGHT

Ten Signals Simplify Complex Market Data

  • Prospero compresses market complexity into 10 simplified signals (profitability, growth, options, analyst coverage, momentum, sentiment, dark pools, short pressure).
  • The signals scale metrics zero-to-100 and combine long-term options, analyst coverage, and momentum for an upside bell curve.
ADVICE

Use Signal Thresholds To Manage Risk

  • Use signal combinations as explicit rules, e.g., exit when short pressure plus dark pool rating exceed ~140 (70+70).
  • These heuristics turn raw metrics into actionable portfolio management triggers.
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