diff --git a/src/styles.css b/src/styles.css
index e8aecbd..da13e90 100644
--- a/src/styles.css
+++ b/src/styles.css
@@ -2097,6 +2097,21 @@ details[open] > summary > .disclosure-accordion-indicator {
   background-image: none;
   backdrop-filter: none;
   -webkit-backdrop-filter: none;
+  transition: transform 160ms cubic-bezier(0.22, 1, 0.36, 1), box-shadow 160ms ease;
+}
+/* Keep the border neutral and express focus as a small elevation change. */
+.agent-panel-shell[data-agent-presentation] .agent-panel-input-form:focus-within {
+  border-color: #e4e4e7;
+  box-shadow: 0 4px 10px rgb(15 23 42 / 0.08), 0 18px 36px -14px rgb(15 23 42 / 0.22);
+  transform: translateY(-2px);
+}
+@media (prefers-reduced-motion: reduce) {
+  .agent-panel-shell[data-agent-presentation] .agent-panel-input-form {
+    transition: none;
+  }
+  .agent-panel-shell[data-agent-presentation] .agent-panel-input-form:focus-within {
+    transform: none;
+  }
 }
 .agent-panel-shell[data-agent-presentation] .agent-panel-input-body {
   display: block;
diff --git a/tests/browser/form-focus.e2e.ts b/tests/browser/form-focus.e2e.ts
index 525808c..2323aeb 100644
--- a/tests/browser/form-focus.e2e.ts
+++ b/tests/browser/form-focus.e2e.ts
@@ -10,22 +10,29 @@ test.beforeEach(async ({ page }) => {
   await page.goto("/", { waitUntil: "domcontentloaded" });
 });
 
-test("Agent composer keeps one thin focus boundary without an outer blue ring", async ({ page }) => {
+test("Agent composer uses a neutral shadow instead of a blue focus border", async ({ page }) => {
+  await page.emulateMedia({ reducedMotion: "no-preference" });
   await page.getByRole("button", { name: /展开 Agent 助手面板/ }).click();
   const form = page.locator("form.agent-panel-control");
-  const textarea = page.getByPlaceholder(/输入调度问题/);
+  const textarea = page.getByRole("textbox", { name: "询问供水问题，或描述需要处理的任务" });
   const restingShadow = await form.evaluate((element) => getComputedStyle(element).boxShadow);
+  const restingBorder = await form.evaluate((element) => getComputedStyle(element).borderColor);
   expect(restingShadow).not.toBe("none");
   const restingBox = await form.boundingBox();
   await textarea.click();
-  await expectThemeColor(form, "border-color", "--action-blue-hover");
+  await expect(form).toHaveCSS("border-color", restingBorder);
   await expect(form).toHaveCSS("border-width", "1px");
-  await expect(form).toHaveCSS("box-shadow", restingShadow);
+  await expect(form).not.toHaveCSS("box-shadow", restingShadow);
+  await expect(form).toHaveCSS("transform", "matrix(1, 0, 0, 1, 0, -2)");
   await expect(textarea).toHaveCSS("outline-style", "none");
-  expect(await form.boundingBox()).toEqual(restingBox);
+  const liftedBox = await form.boundingBox();
+  expect(liftedBox?.x).toBeCloseTo(restingBox!.x, 1);
+  expect(liftedBox?.y).toBeCloseTo(restingBox!.y - 2, 1);
+  expect(liftedBox?.width).toBeCloseTo(restingBox!.width, 1);
+  expect(liftedBox?.height).toBeCloseTo(restingBox!.height, 1);
   await page.keyboard.press("Tab");
   await textarea.focus();
-  await expectThemeColor(form, "border-color", "--action-blue-hover");
+  await expect(form).toHaveCSS("border-color", restingBorder);
   const focusedBox = await form.boundingBox();
   await page.screenshot({
     path: "test-results/form-focus/agent-focused.png",
@@ -89,16 +96,20 @@ test("borderless selects and choice controls keep one theme keyboard focus indic
 });
 
 for (const width of [320, 375]) {
-  test(`mobile composer owns a single inset focus stroke at ${width}px`, async ({ page }) => {
+  test(`mobile composer keeps a neutral focus treatment at ${width}px`, async ({ page }) => {
     await page.setViewportSize({ width, height: 844 });
     await page.getByRole("button", { name: "打开 Agent 面板" }).click();
-    const textarea = page.getByPlaceholder(/输入调度问题/);
+    const textarea = page.getByRole("textbox", { name: "询问供水问题，或描述需要处理的任务" });
+    const material = page.locator("form.agent-panel-input-form");
+    const restingBorder = await material.evaluate((element) => getComputedStyle(element).borderColor);
+    const restingShadow = await material.evaluate((element) => getComputedStyle(element).boxShadow);
+    const restingBox = await material.boundingBox();
     await textarea.click();
-    const material = page.locator(".agent-panel-composer");
-    await expect(material).toHaveCSS("outline-width", "1px");
-    await expect(material).toHaveCSS("outline-offset", "-1px");
-    await expectThemeColor(material, "outline-color", "--action-blue-hover");
+    await expect(material).toHaveCSS("border-width", "1px");
+    await expect(material).toHaveCSS("border-color", restingBorder);
+    await expect(material).not.toHaveCSS("box-shadow", restingShadow);
     await expect(textarea).toHaveCSS("outline-style", "none");
+    expect(await material.boundingBox()).toEqual(restingBox);
     await page.screenshot({ path: `test-results/form-focus/mobile-${width}.png` });
   });
 }