Propose an architecture that leverages forward mode accumulation to achieve real-time computation of gradients with multiple outputs. Explain the tradeoffs between using forward mode and backward mode in this scenario.

Implement forward mode accumulation to compute gradients for prediction and additional metrics simultaneously, reducing response time. Tradeoff: increased memory usage compared to backward mode, but allows for real-time computation of gradients with multiple outputs.