diff --git a/public/maia3/maia3_simplified.onnx b/public/maia3/maia3_simplified.onnx
index 69a677c6..f8a21282 100644
Binary files a/public/maia3/maia3_simplified.onnx and b/public/maia3/maia3_simplified.onnx differ
diff --git a/src/components/Common/DownloadModelModal.tsx b/src/components/Common/DownloadModelModal.tsx
index 5bf4720d..1c473147 100644
--- a/src/components/Common/DownloadModelModal.tsx
+++ b/src/components/Common/DownloadModelModal.tsx
@@ -103,7 +103,7 @@ export const DownloadModelModal: React.FC<Props> = ({
 
           <div className="flex flex-col gap-3 text-sm md:text-base">
             <p className="text-primary/80">
-              Our newest model, Maia 3, provides richer and more in-depth
+              Our newest model, Maia-3, provides richer and more in-depth
               analysis, allowing for:
             </p>
             <ul className="flex list-inside flex-col gap-1.5 pl-2 text-white/80">
@@ -120,7 +120,7 @@ export const DownloadModelModal: React.FC<Props> = ({
               </li>
             </ul>
             <p className="text-white/80">
-              Maia 3 runs entirely on your device and requires a one-time 87mb
+              Maia-3 runs entirely on your device and requires a one-time 44mb
               download.
             </p>
           </div>
@@ -174,8 +174,8 @@ export const DownloadModelModal: React.FC<Props> = ({
                   </span>
                 )}
                 <p className="font-medium">
-                  {isDownloading ? 'Downloading...' : 'Download Maia 3'}{' '}
-                  <span className="text-xs text-white/70">(87mb)</span>
+                  {isDownloading ? 'Downloading...' : 'Download Maia-3'}{' '}
+                  <span className="text-xs text-white/70">(44mb)</span>
                 </p>
               </div>
             </div>
diff --git a/src/contexts/MaiaEngineContext.tsx b/src/contexts/MaiaEngineContext.tsx
index e92c0367..735171d4 100644
--- a/src/contexts/MaiaEngineContext.tsx
+++ b/src/contexts/MaiaEngineContext.tsx
@@ -37,7 +37,7 @@ export const MaiaEngineContextProvider: React.FC<{ children: ReactNode }> = ({
       model:
         process.env.NEXT_PUBLIC_MAIA_MODEL_URL ??
         '/maia3/maia3_simplified.onnx',
-      modelVersion: process.env.NEXT_PUBLIC_MAIA_MODEL_VERSION ?? '2',
+      modelVersion: process.env.NEXT_PUBLIC_MAIA_MODEL_VERSION ?? '3',
       setStatus: setStatus,
       setProgress: setProgress,
       setError: setError,
diff --git a/src/lib/engine/maia.ts b/src/lib/engine/maia.ts
index f6570ff0..834efb49 100644
--- a/src/lib/engine/maia.ts
+++ b/src/lib/engine/maia.ts
@@ -451,12 +451,13 @@ function processOutputsMaia3(
   const logits = logits_move.data as Float32Array
   const wdl = logits_value.data as Float32Array
 
-  // Convert WDL logits to win probability via softmax
+  // Convert LDW logits to win probability via softmax
+  // Model output channels: index 0 = Loss, 1 = Draw, 2 = Win (for side-to-move)
   const maxWdl = Math.max(wdl[0], wdl[1], wdl[2])
-  const expW = Math.exp(wdl[0] - maxWdl)
+  const expL = Math.exp(wdl[0] - maxWdl)
   const expD = Math.exp(wdl[1] - maxWdl)
-  const expL = Math.exp(wdl[2] - maxWdl)
-  const sumExp = expW + expD + expL
+  const expW = Math.exp(wdl[2] - maxWdl)
+  const sumExp = expL + expD + expW
   // Win probability = P(win) + 0.5 * P(draw)
   let winProb = (expW + 0.5 * expD) / sumExp