diff --git a/src/networks/accumulator.rs b/src/networks/accumulator.rs
index 775aab26..dd5c7cab 100644
--- a/src/networks/accumulator.rs
+++ b/src/networks/accumulator.rs
@@ -20,6 +20,35 @@ impl<T: AddAssign<T> + Copy + Mul<T, Output = T>, const N: usize> Accumulator<T,
     }
 }
 
+impl<const N: usize> Accumulator<i16, N> {
+    pub fn add_multi(&mut self, adds: &[usize], weights: &[Self]) {
+        const REGS: usize = 8;
+        const PER: usize = REGS * 16;
+
+        let mut regs = [0i16; PER];
+
+        for i in 0..N / PER {
+            let offset = PER * i;
+
+            for (j, reg) in regs.iter_mut().enumerate() {
+                *reg = self.0[offset + j];
+            }
+
+            for &add in adds {
+                let this_weight = &weights[usize::from(add)];
+
+                for (j, reg) in regs.iter_mut().enumerate() {
+                    *reg += this_weight.0[offset + j];
+                }
+            }
+
+            for (j, reg) in regs.iter().enumerate() {
+                self.0[offset + j] = *reg;
+            }
+        }
+    }
+}
+
 impl<const N: usize> Accumulator<f32, N> {
     pub fn dot<T: Activation>(&self, other: &Self) -> f32 {
         let mut res = 0.0;
diff --git a/src/networks/layer.rs b/src/networks/layer.rs
index 8a470d20..d742a658 100644
--- a/src/networks/layer.rs
+++ b/src/networks/layer.rs
@@ -10,9 +10,16 @@ pub struct Layer<T: Copy, const M: usize, const N: usize> {
 
 impl<const M: usize, const N: usize> Layer<i16, M, N> {
     pub fn forward(&self, board: &Board) -> Accumulator<i16, N> {
+        let mut count = 0;
+        let mut feats = [0; 32];
+        board.map_value_features(|feat| {
+            feats[count] = feat;
+            count += 1;
+        });
+
         let mut out = self.biases;
 
-        board.map_value_features(|feat| out.add(&self.weights[feat]));
+        out.add_multi(&feats[..count], &self.weights);
 
         out
     }