Autarch: AI Strategy Evolution, Deterministic Trade Execution

<blockquote> <p>Explore how a Polymarket TWAP breakout bot detects crypto momentum, TWAP divergence, probability changes, liquidity conditions, and false breakouts.</p>

<p>I wanted to test out a theory where I have autonomous agents make trading decisions on Solana without handing them private keys. So I built something to simulate that.</p>

<p>When I started building my Polymarket TWAP End-Cycle Sniper, the original idea was simple:</p> <p>Find a high-probability opportunity near the end of a short-duration market,

<h2> The Problem With Testing Trading Strategies </h2> <p>As a trader, testing multiple strategies is brutal. Manual backtesting is slow, inconsistent, and you can't run 10