The EA performs best in conditions where price oscillates within a reasonably defined range, or where directional moves are gradual rather than sudden. The six supported pairs, AUD/CAD, AUD/NZD, GBP/CHF, NZD/CAD, NZD/USD, and USD/CAD, were selected partly because of their tendency toward structured, mean-reverting behavior over time. Conditions that tend to work less well include sustained one-directional trends, post-news continuation moves, and sharp liquidity gaps. The AI filtering layer helps reduce exposure to some of these scenarios, though it cannot eliminate them entirely.