diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 65ab70c5a..e30f10f7b 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -389,6 +389,45 @@ jobs:
       # 散文改动跳过整条 Linux 构建与打包链；输出缺失/未知时退回 full。
       scope: ${{ needs.changes.outputs.linux == 'false' && 'none' || 'full' }}
 
+  native-capsule:
+    # The capsule crates compile into the desktop shells, so a break there would
+    # otherwise only surface inside the long Tauri matrix. They are checked on
+    # both desktop platforms inside this workflow rather than in a second
+    # workflow: one run per pull request, one `Changed areas` gate, one cache
+    # policy.
+    needs: [changes]
+    if: needs.changes.outputs.tauri != 'false'
+    name: Native capsule (${{ matrix.os }})
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [macos-latest, windows-latest]
+    runs-on: ${{ matrix.os }}
+    timeout-minutes: 25
+    defaults:
+      run:
+        working-directory: openless-all/app
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          submodules: false
+      - uses: dtolnay/rust-toolchain@stable
+        with:
+          components: clippy
+      - uses: Swatinem/rust-cache@v2
+        with:
+          # Stable prefix per platform instead of the job name, so renaming or
+          # splitting the job keeps the tree.
+          shared-key: native-capsule
+          workspaces: openless-all/app -> target
+          # Pull requests restore the beta tree and never write their own copy:
+          # `refs/pull/<n>/merge` scopes are never restored again and only evict
+          # the branch caches (see docs/ci-trigger-and-cache-policy.md).
+          save-if: ${{ github.ref == 'refs/heads/beta' && (github.event_name == 'push' || github.event_name == 'workflow_dispatch') }}
+      - run: cargo check --locked -p openless-native-capsule
+      - run: cargo test --locked -p openless-capsule --features ui,host
+      - run: cargo clippy --locked -p openless-native-capsule -p openless-capsule --features openless-capsule/ui,openless-capsule/host -- -D warnings
+
   cross-platform:
     needs: [changes]
     # 失败即运行：只有判定脚本明确说“够不到”才跳过。
diff --git a/.github/workflows/native-capsule.yml b/.github/workflows/native-capsule.yml
deleted file mode 100644
index f9a72fc3b..000000000
--- a/.github/workflows/native-capsule.yml
+++ /dev/null
@@ -1,24 +0,0 @@
-name: Native capsule
-on:
-  pull_request:
-    branches: [main, beta]
-  workflow_dispatch:
-jobs:
-  native-capsule:
-    strategy:
-      fail-fast: false
-      matrix:
-        os: [macos-latest, windows-latest]
-    runs-on: ${{ matrix.os }}
-    defaults:
-      run:
-        working-directory: openless-all/app
-    steps:
-      - uses: actions/checkout@v4
-      - uses: dtolnay/rust-toolchain@stable
-      - uses: Swatinem/rust-cache@v2
-        with:
-          workspaces: openless-all/app
-      - run: cargo check --locked -p openless-native-capsule
-      - run: cargo test --locked -p openless-capsule --features ui,host
-      - run: cargo clippy --locked -p openless-native-capsule -p openless-capsule --features openless-capsule/ui,openless-capsule/host -- -D warnings
diff --git a/docs/ci-trigger-and-cache-policy.md b/docs/ci-trigger-and-cache-policy.md
index 55e6dcf3a..7c489e473 100644
--- a/docs/ci-trigger-and-cache-policy.md
+++ b/docs/ci-trigger-and-cache-policy.md
@@ -74,6 +74,7 @@ GitHub 每仓库保留 10 GB 缓存，超出按 LRU 静默淘汰；淘汰后 job
 - `build-linux-egui` 保留 PR 内自写并开 `cache-on-failure: true`：失败的运行也会把依赖缓存存下来，下一次迭代仍然热；同时关掉 dev/test debug info，缓存更小、链接更快。
 - key 结构为 `v0-rust-<job>-<os>-<环境哈希>-<lockfile哈希>`：环境哈希含工具链与 `CARGO_PROFILE_*`，所以 stable / MSRV / release 天然分开，不要用跨平台 `shared-key` 混合。
 - `Cargo.lock` 变化时精确键失效，但 `restore-keys` 前缀回退会拿到同前缀的旧缓存，所以“锁变了”不等于“全冷”——前提是那份没被淘汰，这正是要守预算的原因。
+- 原生胶囊（`native-capsule` job）原本是一个**独立的** `pull_request`-only workflow：它写的缓存落在 `refs/pull/<n>/merge`，而那是一个**此后再也不会被恢复**的作用域，等于每个 PR 白写一份依赖树；同时 beta 上没有任何 job 产出同 key 的树，所以 PR 永远冷启动。现在它已并入 `ci.yml`（同一个 `Changed areas` 门禁、同一次运行），用 `shared-key: native-capsule` 做稳定前缀、`save-if` 只在 beta 写，PR 只读。
 
 ## 4. 维护
 
diff --git a/openless-all/app/scripts/ci-cache-sharing.test.mjs b/openless-all/app/scripts/ci-cache-sharing.test.mjs
index d4e847b00..e12617d1e 100644
--- a/openless-all/app/scripts/ci-cache-sharing.test.mjs
+++ b/openless-all/app/scripts/ci-cache-sharing.test.mjs
@@ -10,7 +10,7 @@
 // Runs without `npm ci` (the Linux contract job has no node_modules), so the
 // workflows are read as text.
 import assert from 'node:assert/strict';
-import { readFileSync } from 'node:fs';
+import { existsSync, readFileSync } from 'node:fs';
 import { dirname, join, resolve } from 'node:path';
 import { fileURLToPath } from 'node:url';
 
@@ -22,6 +22,7 @@ const release = read('release-tauri.yml');
 const androidApk = read('android-apk.yml');
 const linux = read('check-linux-egui.yml');
 const linuxRelease = read('release-linux-egui.yml');
+const releaseHarmony = read('release-harmony.yml');
 
 const sharedKeys = (yaml) =>
   [...yaml.matchAll(/shared-key:\s*([^\s#]+)/g)].map((match) => match[1].trim());
@@ -61,3 +62,26 @@ assert.match(linuxRelease, /release_tag: \$\{\{ inputs\.tag \}\}/);
 assert.match(linuxRelease, /checkout_ref: \$\{\{ inputs\.tag \}\}/);
 
 console.log('ci-cache-sharing contract test passed');
+
+// `native-capsule` used to be a separate pull-request-only workflow: it wrote a
+// dependency tree under `refs/pull/<n>/merge` (never restored again) while beta
+// produced nothing to restore. It now lives in this workflow, gated by the same
+// `Changed areas` verdict, and saves only from beta.
+{
+  const capsuleJob = ci.match(/\n  native-capsule:[\s\S]*?(?=\n  [a-z-]+:\n)/)?.[0] ?? '';
+  assert.ok(capsuleJob, 'ci.yml must run the capsule crates as the native-capsule job');
+  assert.match(
+    capsuleJob,
+    /shared-key: native-capsule/,
+    'the native-capsule job must use a stable shared-key instead of the job name',
+  );
+  assert.match(
+    capsuleJob,
+    /save-if: \$\{\{ github\.ref == 'refs\/heads\/beta'/,
+    'the native-capsule job must only save its cache from beta',
+  );
+  assert.ok(
+    !existsSync(join(root, '.github/workflows/native-capsule.yml')),
+    'native-capsule.yml must stay merged into ci.yml',
+  );
+}