Building a Trading Bot That Could Turn $10K into $102K: xLSTM (DL) + PPO (RL)

<p>Overfitting is the silent killer of algorithmic trading strategies. Your backtest shows incredible results, but the moment you go live, everything falls apart.</p> <p>After

<p>I've been working on crypto exchange trading bot (python) for a while and wanted to share what I learned.</p> <h2> The problem </h2> <p>Production-ready Python trading bot for

<p>Let me tell you a story about failure.</p> <p>Late 2024. I'm sitting in my Wrocław apartment after an 8-hour warehouse shift. My back hurts. I've been trying to make a trading

<p>Every quant's journey starts the same way: "What if I could predict the market?" Most quit after their first linear regression spits out noise. I didn't quit — I built GodFin,

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

<!-- SC_OFF --><div class="md"><p>I am building an AI trading system called Tradie. </p> <p>It is still Futures Testnet / paper-only. No live money. </p> <p>The idea is to build a

<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,

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