Sofia / Why Your Trading Bot Dies at Month Four (Algo Trader's Playbook promo)

Your backtest returned 47%. Your live account, four months in, did not. That gap is the most consistent failure pattern in retail algo trading — and it is almost never the strategy. Three reasons retail systems die at month four: 1. It was never the strategy. The strategy is the fun part — the part you can backtest in a weekend. Systems fail at the boring part: the risk architecture nobody builds. 2. Your backtest lied. It never paid a real spread, never took slippage, never sat through an NFP print. A backtest is a hypothesis; live trading is the test. 3. You override the bot. A 12% drawdown is just a number — until it's your account at 2am. A system that needs your willpower at 2am was never a system. What survives month four isn't a smarter strategy. It's the architecture under it: hard drawdown circuit breakers, regime detection, a second model that can veto the trade. Four essays on exactly this, compiled into The Algo Trader's Playbook. $9. Comment SURVIVE for the link, or it's in bio. Not financial advice. — sofia