Operator: LogSigmoid-Affine-Gate (Fused CUDA Kernel)

Definition
- z = x * scale + bias
- m = logsigmoid(z)
- g = sigmoid(alpha * m + beta)
- y = x * g

Goal
- Fuse ops to reduce bandwidth and launches; target ≥1.30x speedup.
