diff --git a/internal/cloud/kafka-event-bridge.test.ts b/internal/cloud/kafka-event-bridge.test.ts
index 722079ae..0fbc516f 100644
--- a/internal/cloud/kafka-event-bridge.test.ts
+++ b/internal/cloud/kafka-event-bridge.test.ts
@@ -216,6 +216,35 @@ test("projects AgentRun semantic infrastructure retry without reclassification",
   assert.equal(projected.event.runnerJobId, "rjob_retry");
 });
 
+test("projects AgentRun Git mirror fetch as running preparation", () => {
+  const projected = projectAgentRunKafkaEventToHwlabEvent({
+    schema: "agentrun.event.v1",
+    eventType: "agentrun.run.event",
+    producedAt: "2026-07-20T10:00:01.000Z",
+    run: { runId: "run_fetch", sessionId: "ses_fetch", status: "running" },
+    command: { commandId: "cmd_fetch", state: "pending" },
+    event: {
+      id: "evt_fetch",
+      seq: 5,
+      type: "backend_status",
+      createdAt: "2026-07-20T10:00:01.000Z",
+      payload: {
+        phase: "runner-source-fetch-started",
+        retryPhase: "initialAttempt",
+        failureDomain: "infrastructure",
+        component: "git-mirror",
+        code: "git-mirror-fetch-in-progress",
+        summary: "正在从 Git mirror 获取 Runner 源码",
+        attempt: 1,
+        maxAttempts: 3
+      }
+    }
+  }, { source: "hwlab-test" });
+  assert.equal(projected.event.status, "running");
+  assert.equal(projected.event.code, "git-mirror-fetch-in-progress");
+  assert.equal(projected.event.failureComponent, "git-mirror");
+});
+
 test("projects AgentRun assistant_message Kafka event into HWLAB trace event", () => {
   const projected = projectAgentRunKafkaEventToHwlabEvent({
     schema: "agentrun.event.v1",
diff --git a/internal/cloud/kafka-event-bridge.ts b/internal/cloud/kafka-event-bridge.ts
index 9876913c..f78df3f6 100644
--- a/internal/cloud/kafka-event-bridge.ts
+++ b/internal/cloud/kafka-event-bridge.ts
@@ -1679,7 +1679,9 @@ function semanticFailureRetryProjection(payload) {
     ? "failed"
     : normalized.includes("recovered")
       ? "running"
-      : "retrying";
+      : normalized.includes("scheduled") || (normalized.includes("retry") && normalized.includes("started"))
+        ? "retrying"
+        : "running";
   return {
     status,
     fields: {
diff --git a/web/hwlab-cloud-web/src/components/workbench/WorkbenchMessageCard.test.ts b/web/hwlab-cloud-web/src/components/workbench/WorkbenchMessageCard.test.ts
index 6baaaca3..b42ed397 100644
--- a/web/hwlab-cloud-web/src/components/workbench/WorkbenchMessageCard.test.ts
+++ b/web/hwlab-cloud-web/src/components/workbench/WorkbenchMessageCard.test.ts
@@ -6,6 +6,49 @@ import { describe, expect, it } from "vitest";
 import WorkbenchMessageCard from "./WorkbenchMessageCard.vue";
 
 describe("WorkbenchMessageCard semantic retry visibility", () => {
+  it("shows Git mirror clone progress as runtime preparation", () => {
+    const wrapper = mount(WorkbenchMessageCard, {
+      props: {
+        detailEnabled: false,
+        message: {
+          id: "msg_fetch_agent",
+          messageId: "msg_fetch_agent",
+          role: "agent",
+          title: "Code Agent",
+          text: "",
+          status: "running",
+          traceId: "trc_fetch_banner",
+          sessionId: "ses_fetch_banner",
+          createdAt: "2026-07-20T10:00:00.000Z",
+          runnerTrace: {
+            traceId: "trc_fetch_banner",
+            eventSource: "hwlab-kafka-sse",
+            status: "running",
+            eventCount: 1,
+            events: [{
+              sourceEventId: "evt_fetch_banner",
+              sourceSeq: 5,
+              type: "backend",
+              status: "running",
+              failureDomain: "infrastructure",
+              failureCode: "git-mirror-fetch-in-progress",
+              summary: "正在从 Git mirror 获取 Runner 源码",
+              retryPhase: "initialAttempt",
+              retryAttempt: 1,
+              retryMaxAttempts: 3,
+              createdAt: new Date().toISOString()
+            }]
+          }
+        }
+      },
+      global: { stubs: { TraceTimeline: true, LoadingState: true, MessageMarkdown: true, ApiErrorDiagnostic: true, StatusBadge: true } }
+    });
+    expect(wrapper.text()).toContain("运行环境准备：正在从 Git mirror 获取 Runner 源码");
+    expect(wrapper.text()).toContain("第 1/3 次源码获取进行中");
+    expect(wrapper.text()).not.toContain("基础设施故障");
+    wrapper.unmount();
+  });
+
   it("shows an infrastructure retry banner without opening Trace details", () => {
     const wrapper = mount(WorkbenchMessageCard, {
       props: {
diff --git a/web/hwlab-cloud-web/src/components/workbench/WorkbenchMessageCard.vue b/web/hwlab-cloud-web/src/components/workbench/WorkbenchMessageCard.vue
index 0d858d7f..1bb82dea 100644
--- a/web/hwlab-cloud-web/src/components/workbench/WorkbenchMessageCard.vue
+++ b/web/hwlab-cloud-web/src/components/workbench/WorkbenchMessageCard.vue
@@ -36,7 +36,7 @@ const diagnostic = computed(() => messageDiagnosticView(props.message));
 const visibleText = computed(() => visibleMessageText(props.message));
 const durationMeta = computed(() => messageDurationMeta(props.message));
 const activityMeta = computed(() => messageActivityMeta(props.message));
-const semanticFailure = computed(() => semanticFailureView(props.message, nowMs.value));
+const semanticRuntimeStatus = computed(() => semanticRuntimeStatusView(props.message, nowMs.value));
 const autoExpanded = computed(() => props.traceAutoExpanded ?? traceLifecycleExpanded(props.message, traceTimelinePolicy.value));
 
 function isRunningMessage(message: ChatMessage): boolean {
@@ -123,7 +123,7 @@ function traceStorageKey(message: ChatMessage): string {
   return `${props.storageKeyPrefix}.${message.traceId ?? message.runnerTrace?.traceId ?? message.id}`;
 }
 
-function semanticFailureView(message: ChatMessage, currentTimeMs: number): { title: string; detail: string; tone: string; code: string | null } | null {
+function semanticRuntimeStatusView(message: ChatMessage, currentTimeMs: number): { title: string; detail: string; tone: string; code: string | null } | null {
   const events = Array.isArray(message.runnerTrace?.events) ? message.runnerTrace.events : [];
   const event = [...events].reverse().find((item) => typeof item.failureDomain === "string" && typeof item.retryPhase === "string");
   if (!event) return null;
@@ -133,6 +133,13 @@ function semanticFailureView(message: ChatMessage, currentTimeMs: number): { tit
   const attempt = finiteInteger(event.retryAttempt ?? event.attempt);
   const maxAttempts = finiteInteger(event.retryMaxAttempts ?? event.maxAttempts);
   const progress = attempt !== null && maxAttempts !== null ? `第 ${attempt}/${maxAttempts} 次` : "本次";
+  const code = firstText(event.failureCode, event.code);
+  if (code === "git-mirror-fetch-in-progress") {
+    return { title: `运行环境准备：${summary}`, detail: `${progress}源码获取进行中`, tone: "info", code };
+  }
+  if (code === "git-mirror-fetch-completed") {
+    return { title: `运行环境准备：${summary}`, detail: "源码获取完成，正在启动 Runner", tone: "recovered", code };
+  }
   let detail = "正在判定有限重试";
   let tone = "warning";
   if (phase.includes("scheduled")) {
@@ -152,7 +159,7 @@ function semanticFailureView(message: ChatMessage, currentTimeMs: number): { tit
     title: `${domain}：${summary}`,
     detail,
     tone,
-    code: firstText(event.failureCode, event.code)
+    code
   };
 }
 
@@ -191,10 +198,10 @@ function finiteInteger(value: unknown): number | null {
         <button v-if="detailEnabled && message.role === 'agent'" class="message-detail-button" type="button" aria-label="运行详情" title="运行详情" @click="emit('details', message)">!</button>
       </div>
     </header>
-    <section v-if="semanticFailure" class="semantic-failure-banner" :data-tone="semanticFailure.tone" role="status" aria-live="polite">
-      <strong>{{ semanticFailure.title }}</strong>
-      <span>{{ semanticFailure.detail }}</span>
-      <code v-if="semanticFailure.code">{{ semanticFailure.code }}</code>
+    <section v-if="semanticRuntimeStatus" class="semantic-failure-banner" :data-tone="semanticRuntimeStatus.tone" role="status" aria-live="polite">
+      <strong>{{ semanticRuntimeStatus.title }}</strong>
+      <span>{{ semanticRuntimeStatus.detail }}</span>
+      <code v-if="semanticRuntimeStatus.code">{{ semanticRuntimeStatus.code }}</code>
     </section>
     <TraceTimeline v-if="message.role === 'agent' && message.runnerTrace" :trace="message.runnerTrace" :auto-expanded="autoExpanded" :storage-key="traceStorageKey(message)" final-response-placement="outer" :outer-final-response-text="visibleText" />
     <LoadingState v-if="isAwaitingAgentBody(message)" class="message-loading" label="思考中..." compact />
@@ -221,6 +228,12 @@ function finiteInteger(value: unknown): number | null {
   color: #166534;
 }
 
+.semantic-failure-banner[data-tone="info"] {
+  border-left-color: #2563eb;
+  background: #eff6ff;
+  color: #1e40af;
+}
+
 .semantic-failure-banner[data-tone="failed"] {
   border-left-color: #b91c1c;
   background: #fef2f2;