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This isn't a library I built to solve a theoretical problem. It's a fix I built because real money was at risk. The trading bot I've been running a li…
Look, I'll be upfront with you: I'm not a hedge fund quant. I don't have a Bloomberg terminal. I learned MQL5 the same way most of us learn things — b…
Everyone says prediction markets are efficient. I spent 30 days collecting data to test that claim. The result: 8.9 million data points across 9,550 m…
Introduction Short-term trading in prediction markets presents a unique challenge. Platforms like Polymarket allow traders to speculate on event outco…
Last month I noticed something odd: SMCI options volume spiked to 8x its 20-day average on a random Tuesday afternoon. No news. No earnings. Three day…
Most automated trading stacks look like this: signal -> filter_gates -> (pass or drop) -> execution Each gate is a hard-coded rule. Volume ab…
Bybit API Python Tutorial: Authentication, Orders, and Position Management The Bybit V5 API is one of the more capable exchange APIs available to reta…
Volatility is not constant. Anyone who has watched equity markets during an earnings announcement or a macro shock knows that large moves tend to clus…
Most trend-following strategies rely on fixed-window moving averages or static momentum indicators — tools that treat all market regimes equally. Adap…
I've been working on crypto exchange trading bot (python) for a while and wanted to share what I learned. The problem Production-ready Python trading …