diff --git a/src/views/components/TrainingAiSidebar.vue b/src/views/components/TrainingAiSidebar.vue
index e51a304..73e1c02 100644
--- a/src/views/components/TrainingAiSidebar.vue
+++ b/src/views/components/TrainingAiSidebar.vue
@@ -6,13 +6,14 @@
         AI助学
       </h3>
 
+      <p class="ai-instruction">点击参考提示词可自动带入问题，AI 将结合当前实训内容给出建议。</p>
       <div class="ai-output">
         <div class="output-glow"></div>
         <p>{{ displayAssistMessage }}</p>
-        <div v-if="referenceText" class="reference-block">
+        <button v-if="referenceText" type="button" class="reference-block" @click="useReferencePrompt">
           <strong>{{ referenceTitle }}</strong>
           <span v-html="referenceText"></span>
-        </div>
+        </button>
       </div>
 
       <div class="ai-input-shell">
@@ -29,7 +30,7 @@
         AI助评
       </h3>
 
-      <div class="ai-output">
+      <div class="ai-output ai-output--review">
         <div class="output-glow"></div>
         <p>{{ displayEvalMessage }}</p>
         <div v-if="displayScoreVisible" class="score-badge">
@@ -37,18 +38,17 @@
         </div>
       </div>
 
-      <div class="ai-input-shell">
-        <textarea v-model="reviewQuestion" placeholder="请求AI助评，智能打分"></textarea>
-        <button type="button" class="send-btn" aria-label="请求AI助评" @click="requestEvaluation">
-          <el-icon><Top /></el-icon>
-        </button>
-      </div>
+      <el-button class="assessment-button" :loading="assessmentLoading" :disabled="!currentTaskKey" @click="requestEvaluation">AI智能评分</el-button>
     </section>
   </aside>
 </template>
 
 <script setup>
 import { Reading, Star, Top } from "@element-plus/icons-vue";
+import { getAiTrainingEvaluation, requestAiTrainingAssessment, requestAiTrainingHelp } from "@/api/aiTrainingEvaluation";
+import { normalizeEvaluationReports } from "./trainingAiEvaluationReport";
+import { resolveTrainingTaskKey } from "@/views/training/taskKeyMap";
+import { buildReferencePrompt } from "./studentTrainingAiPanel";
 
 const props = defineProps({
   studyTip: {
@@ -83,6 +83,7 @@ const props = defineProps({
     type: Array,
     default: () => [],
   },
+  taskKey: { type: String, default: "" },
 });
 
 const emit = defineEmits(["request-assist", "request-evaluation"]);
@@ -93,27 +94,56 @@ const assistMessage = ref("");
 const internalEvalMessage = ref("");
 const internalScore = ref("--");
 const internalScoreVisible = ref(false);
+const assessmentLoading = ref(false);
+const evaluation = ref({});
+const route = useRoute();
+const currentTaskKey = computed(() => resolveTrainingTaskKey(route, props.taskKey));
+const reports = computed(() => normalizeEvaluationReports(evaluation.value));
 
 const displayAssistMessage = computed(() => assistMessage.value || props.studyTip);
-const displayScoreVisible = computed(() => props.scoreVisible || internalScoreVisible.value);
-const displayFinalScore = computed(() => (props.scoreVisible ? props.finalScore : internalScore.value));
+const displayScoreVisible = computed(() => props.scoreVisible || internalScoreVisible.value || reports.value.score !== null);
+const displayFinalScore = computed(() => (props.scoreVisible ? props.finalScore : reports.value.score ?? internalScore.value));
 const displayEvalMessage = computed(() => {
   if (props.scoreVisible) return props.evalMessage;
-  return internalEvalMessage.value || props.evalMessage;
+  return reports.value.assessmentReport || internalEvalMessage.value || props.evalMessage;
 });
 
-function requestAssist() {
+onMounted(loadEvaluation);
+watch(currentTaskKey, loadEvaluation);
+
+async function loadEvaluation() {
+  if (!currentTaskKey.value) return;
+  try { evaluation.value = (await getAiTrainingEvaluation(currentTaskKey.value))?.data || {}; } catch (error) { evaluation.value = {}; }
+}
+
+function useReferencePrompt() {
+  assistQuestion.value = buildReferencePrompt(props.referenceText);
+}
+
+async function requestAssist() {
   emit("request-assist", assistQuestion.value);
-  assistMessage.value = assistQuestion.value
-    ? `围绕“${assistQuestion.value}”，建议先对照任务目标检查信息是否完整，再补充数据依据和分析结论。`
-    : props.assistText;
+  if (currentTaskKey.value) {
+    try {
+      await requestAiTrainingHelp(currentTaskKey.value);
+      await loadEvaluation();
+      assistMessage.value = reports.value.helpReport || props.assistText;
+      return;
+    } catch (error) {}
+  }
+  assistMessage.value = assistQuestion.value ? `围绕“${assistQuestion.value}”，建议先对照任务目标检查信息是否完整，再补充数据依据和分析结论。` : props.assistText;
 }
 
-function requestEvaluation() {
+async function requestEvaluation() {
   emit("request-evaluation", reviewQuestion.value);
-  internalScoreVisible.value = true;
-  internalScore.value = 88;
-  internalEvalMessage.value = "已完成初步评估：内容结构基本完整，建议继续补充真实数据来源、分析过程和可执行结论。";
+  if (!currentTaskKey.value) return;
+  assessmentLoading.value = true;
+  try {
+    await requestAiTrainingAssessment(currentTaskKey.value);
+    await loadEvaluation();
+    internalScoreVisible.value = reports.value.score !== null;
+    internalScore.value = reports.value.score ?? "--";
+    internalEvalMessage.value = reports.value.assessmentReport || props.evalMessage;
+  } finally { assessmentLoading.value = false; }
 }
 </script>
 
@@ -194,6 +224,10 @@ function requestEvaluation() {
     margin: 0;
   }
 }
+.ai-instruction { margin: -4px 0 12px; color: #9fcbe2; font-size: 13px; line-height: 1.6; }
+.reference-block { width: 100%; border: 0; background: transparent; padding: 14px 0 0; text-align: left; cursor: pointer; }
+.reference-block:hover strong { color: #77eaff; }
+.assessment-button { width: 100%; margin-top: 14px; min-height: 44px; font-weight: 800; }
 
 .output-glow {
   position: absolute;
diff --git a/src/views/components/studentTrainingAiPanel.js b/src/views/components/studentTrainingAiPanel.js
new file mode 100644
index 0000000..7c09f6b
--- /dev/null
+++ b/src/views/components/studentTrainingAiPanel.js
@@ -0,0 +1,4 @@
+export function buildReferencePrompt(referenceText) {
+  const text = String(referenceText || "").trim();
+  return text ? `请根据以下参考提示词协助我完成当前任务：\n${text}` : "";
+}
diff --git a/src/views/training/GenericTrainingPage.vue b/src/views/training/GenericTrainingPage.vue
index d90a329..701d259 100644
--- a/src/views/training/GenericTrainingPage.vue
+++ b/src/views/training/GenericTrainingPage.vue
@@ -155,9 +155,8 @@
     </main>
 
     <div class="training-ai-tools">
-      <TrainingAiEvaluation :task-key="pageKey" :has-any-answer="hasAnyAnswer" />
-
       <TrainingAiSidebar
+        :task-key="pageKey"
         :study-tip="`当前任务建议：围绕“${page.title}”先明确产品对象，再按任务流程逐步补全分析内容。`"
         :progress-items="progressItems"
       />
@@ -170,7 +169,6 @@ import { Download, Upload } from "@element-plus/icons-vue";
 import { getTrainingTaskByKey } from "@/api/trainingTask";
 import { getStudentTrainingAnswer, saveStudentTrainingAnswer, uploadStudentTrainingFile } from "@/api/studentTrainingAnswer";
 import { getStudentTrainingPage } from "./studentTrainingPages";
-import TrainingAiEvaluation from "@/views/components/TrainingAiEvaluation.vue";
 import TrainingAiSidebar from "@/views/components/TrainingAiSidebar.vue";
 import TrainingTaskBrief from "@/views/components/TrainingTaskBrief.vue";
 import { isStudentDemo } from "@/utils/studentDemo";
diff --git a/tests/student-training-ai-panel.test.mjs b/tests/student-training-ai-panel.test.mjs
new file mode 100644
index 0000000..bf02bb1
--- /dev/null
+++ b/tests/student-training-ai-panel.test.mjs
@@ -0,0 +1,10 @@
+import assert from "node:assert/strict";
+import { buildReferencePrompt } from "../src/views/components/studentTrainingAiPanel.js";
+
+assert.equal(
+  buildReferencePrompt("先从案例中拆出核心层、有形层、延伸层。"),
+  "请根据以下参考提示词协助我完成当前任务：\n先从案例中拆出核心层、有形层、延伸层。"
+);
+assert.equal(buildReferencePrompt(""), "");
+
+console.log("student training AI panel contract passed");