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A trading bot that cannot explain why it placed an order is a bot you cannot debug. Log the signal, the price it saw, the size and the reason for every order. When something breaks at 3am, that log is the only witness you have.
Backtest sample size matters more than the equity curve. 30 trades can look like an edge and still be luck. Before you trust a strategy, check how many trades are behind it and whether the result holds on a different year of data.
If an AI coding agent writes your trading bot, make it replay one old day of data first and print every order it would send. Read each one by hand. Most bugs show up in the first ten orders, long before real money is involved.