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A profitable backtest is attractive. A profitable live month is even more convincing. But neither, by itself, proves that you have a good trading system. One of the most common mistakes in algorithmic and systematic trading is confusing profitability with robustness. A strategy can generate impressive returns and still be fragile, difficult to scale, excessively

Almost every EA that dies in its first week of live trading looked spectacular in the tester. That is not a coincidence. It is the whole problem with Backtests. An optimizer will hand you a parameter set that turned $10,000 into $80,000 over two years of history, with a profit factor north of 3 and

If you’ve optimized an EA in MetaTrader 5, you know the trap. You run a few thousand passes, sort by profit, and the top row stares back at you with a 4.2 profit factor and a recovery factor that looks too good to be honest. It usually is. That single row is almost always a

Most EAs blow up for the same boring reason. The entry logic was fine. Nobody was watching the account when four losers lined up back to back. During development all the energy goes into the signal, and risk gets a fixed lot size, a stop loss, and a prayer. If you already have a working

Most small accounts don’t die from a bad trade. They die from a bad system — over-leveraged entries, no regime awareness, and position sizing pulled out of thin air. The irony is that growing a small account doesn’t require more risk than growing a large one. It requires more precision. When your margin for error

Most of the family offices and corporate treasuries we talk to in the UAE don’t open with questions about strategy. They open with questions about control. That tells you something about who actually adopts algorithmic execution at the treasury level, and it’s not who the retail trading world assumes. A treasury desk is not chasing

Most people who start trading obsess over win rate. They’ll tell you their system wins 80% of the time like it settles the argument. It doesn’t. A system can win 80% of its trades and still drain your account, and another can lose 60% of the time and compound steadily for years. The difference lives