diff --git a/docs/install/linux.md b/docs/install/linux.md
index 5f448f52..9c8e4024 100644
--- a/docs/install/linux.md
+++ b/docs/install/linux.md
@@ -190,26 +190,35 @@ Three ways to opt in, in order of preference:
 with an AMD GPU but no ROCm runtime it stays offered-but-unselected — install
 ROCm first (or continue on CPU). Choosing ROCm makes the bootstrap reinstall
 `torch`/`torchaudio` from the ROCm wheel index
-(`https://download.pytorch.org/whl/rocm6.2` by default) right after the
-dependency sync.
+(`https://download.pytorch.org/whl/rocm6.4` by default) right after the
+dependency sync — matched to the app's pinned `torch==2.8.0` (the rocm6.2
+index only ever published up to torch 2.5.1, so it silently failed the
+reinstall and left the CPU-only CUDA build in place).
 
 **2. Environment variable (existing installs / headless).** Set
 `OMNIVOICE_TORCH_VARIANT=rocm` before launching — the next bootstrap performs
 the same ROCm reinstall. `OMNIVOICE_TORCH_INDEX=<url>` overrides the wheel
-index when you need a different ROCm version
-([pytorch.org](https://pytorch.org/get-started/locally/) lists available
-wheels). If the reinstall fails (network, unsupported card), OmniVoice keeps
-the default torch build and warns instead of breaking the install.
+index when you need a different ROCm version — e.g. AMD publishes newer
+driver-matched builds (7.2.x) at `repo.radeon.com` as a `--find-links` page
+rather than a PyPI-style index:
+```bash
+uv pip install --reinstall torch==2.8.0 torchaudio==2.8.0 \
+  --find-links https://repo.radeon.com/rocm/manylinux/rocm-rel-7.2.4/
+```
+run that manually if you want a specific ROCm point release; the
+`OMNIVOICE_TORCH_INDEX` env var only accepts a PEP 503 index URL, not a
+find-links page. If the reinstall fails (network, unsupported card), OmniVoice
+keeps the default torch build and warns instead of breaking the install.
 
 **3. Manual wheel swap (fallback).** Replace torch with the ROCm wheel
 **after** the first-run install populates the venv:
 
 ```bash
 # From the project directory (source install), into OmniVoice's uv venv.
-# Current stable is ROCm 6.2 — match your installed ROCm/driver version
-# (https://pytorch.org/get-started/locally/ lists available wheels).
+# Matches the app's torch==2.8.0 pin — a different ROCm point release
+# (e.g. rocm6.2, rocm7.x) may not carry that exact torch build.
 uv pip install --reinstall torch torchaudio \
-  --index-url https://download.pytorch.org/whl/rocm6.2
+  --index-url https://download.pytorch.org/whl/rocm6.4
 ```
 
 Once a ROCm build of PyTorch is in the venv, detection is automatic —
diff --git a/frontend/src-tauri/src/bootstrap.rs b/frontend/src-tauri/src/bootstrap.rs
index b59cd6ba..e484854a 100644
--- a/frontend/src-tauri/src/bootstrap.rs
+++ b/frontend/src-tauri/src/bootstrap.rs
@@ -704,9 +704,14 @@ fn sync_failure_is_torch_download(tail: &str) -> bool {
         || (low.contains("torch") && (low.contains("failed to download") || low.contains("failed to fetch")))
 }
 
-/// Default PyTorch ROCm wheel index for the opt-in AMD path (#124). ROCm 6.2 is
-/// the current stable wheel set; overridable via OMNIVOICE_TORCH_INDEX.
-const ROCM_TORCH_INDEX: &str = "https://download.pytorch.org/whl/rocm6.2";
+/// Default PyTorch ROCm wheel index for the opt-in AMD path (#124).
+/// ROCm 6.4, not 6.2: the app's pinned `torch==2.8.0` (pyproject.toml) has no
+/// build on the rocm6.2 index (it tops out at 2.5.1), so that index silently
+/// failed the reinstall and left the default CUDA build in place — which runs
+/// on CPU on an AMD GPU (#972). rocm6.4 carries a matching 2.8.0 build.
+/// Overridable via OMNIVOICE_TORCH_INDEX (e.g. a `--find-links` URL for
+/// distro-matched ROCm builds torch's own index doesn't carry).
+const ROCM_TORCH_INDEX: &str = "https://download.pytorch.org/whl/rocm6.4";
 
 /// `uv pip install` args that replace the default CUDA torch build with the AMD
 /// ROCm wheel (#124). Opt-in (gated on OMNIVOICE_TORCH_VARIANT=rocm by the
@@ -1817,7 +1822,10 @@ mod tests {
         assert!(args.iter().any(|a| a == "torch"));
         assert!(args.iter().any(|a| a == "torchaudio"));
         let i = args.iter().position(|a| a == "--index-url").expect("has --index-url");
-        assert!(args[i + 1].contains("rocm6.2"), "default index is the rocm6.2 wheel set");
+        // rocm6.4, not rocm6.2: rocm6.2's index tops out at torch 2.5.1 and
+        // can't satisfy the app's torch==2.8.0 pin (#972) — a regression to
+        // rocm6.2 here would silently resurrect the CPU-fallback bug.
+        assert!(args[i + 1].contains("rocm6.4"), "default index is the rocm6.4 wheel set (matches torch==2.8.0)");
     }
 
     #[test]