Benchmark Lab

Field notes

Short, curated research notes derived from aggregate benchmark data — not raw trade dumps and not token recommendations.

  • High Volatility
    Slippage spike erases paper edge

    Realistic (execution-adjusted) PnL trailed naive PnL by ~9pp across hundreds of benchmark trades during a volatility surge.

  • Choppy
    Failed exits cluster on illiquid launches

    Failed-exit rate spikes on tokens with very thin inside-pool depth.

  • Trending Up
    Family C dominates expansion phases

    Breakout-confirm family produces the strongest median PnL during clear uptrends.

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