diff --git a/src/api/modelConfig.ts b/src/api/modelConfig.ts
new file mode 100644
index 0000000..39e955e
--- /dev/null
+++ b/src/api/modelConfig.ts
@@ -0,0 +1,17 @@
+import { http } from "@/api/http";
+import type { ApiResponse } from "@/types/api";
+import type {
+  ModelWeightConfig,
+  ModelWeightConfigUpdate,
+} from "@/types/modelConfig";
+
+export function fetchModelConfig() {
+  return http.get<ApiResponse<ModelWeightConfig>>("/v1/model-config");
+}
+
+export function updateModelConfig(payload: ModelWeightConfigUpdate) {
+  return http.patch<ApiResponse<ModelWeightConfig>>(
+    "/v1/model-config",
+    payload,
+  );
+}
diff --git a/src/api/ocr.ts b/src/api/ocr.ts
new file mode 100644
index 0000000..24f0866
--- /dev/null
+++ b/src/api/ocr.ts
@@ -0,0 +1,31 @@
+import { http } from "@/api/http";
+import type { ApiResponse } from "@/types/api";
+import type {
+  OcrBatchResult,
+  OcrMeasurement,
+  OcrStandardJudgment,
+} from "@/types/ocr";
+
+export function recognizeOcrFiles(files: File[]) {
+  const body = new FormData();
+  files.forEach((file) => body.append("files", file));
+  return http.post<ApiResponse<OcrBatchResult>>("/v1/ocr/recognize", body, {
+    timeout: 180_000,
+  });
+}
+
+export function judgeOcrMeasurements(measurements: OcrMeasurement[]) {
+  return http.post<ApiResponse<OcrStandardJudgment[]>>("/v1/ocr/judge", {
+    measurements,
+  });
+}
+
+export function ocrFileUrl(fileId: string) {
+  return `${import.meta.env.VITE_API_BASE_URL || "/api"}/v1/ocr/files/${encodeURIComponent(fileId)}`;
+}
+
+export function downloadOcrFile(fileId: string) {
+  return http.get(`/v1/ocr/files/${encodeURIComponent(fileId)}`, {
+    responseType: "blob",
+  });
+}
diff --git a/src/components/assistant/AssistantComposer.vue b/src/components/assistant/AssistantComposer.vue
index 3244fad..1b4edbc 100644
--- a/src/components/assistant/AssistantComposer.vue
+++ b/src/components/assistant/AssistantComposer.vue
@@ -11,7 +11,9 @@ import {
   Search,
 } from "@lucide/vue";
 
-defineProps<{ modelValue: string; loading: boolean }>();
+import { featureFlags } from "@/config/features";
+
+defineProps<{ modelValue: string; loading: boolean; canUpload: boolean }>();
 
 const emit = defineEmits<{
   "update:modelValue": [value: string];
@@ -93,6 +95,7 @@ const functions: Array<{
   <div class="composer-wrap">
     <form class="composer" @submit.prevent="emit('submit')">
       <button
+        v-if="featureFlags.voiceEntry"
         class="composer-icon"
         type="button"
         title="语音录入"
@@ -102,6 +105,7 @@ const functions: Array<{
         <Mic :size="16" />
       </button>
       <button
+        v-if="canUpload"
         class="composer-icon"
         type="button"
         title="拍照识别"
diff --git a/src/components/assistant/AssistantWelcome.vue b/src/components/assistant/AssistantWelcome.vue
index 188039b..200409b 100644
--- a/src/components/assistant/AssistantWelcome.vue
+++ b/src/components/assistant/AssistantWelcome.vue
@@ -9,8 +9,12 @@ import {
   Scale,
   Search,
 } from "@lucide/vue";
+import { computed } from "vue";
+
+import { featureFlags } from "@/config/features";
 
 const emit = defineEmits<{ select: [prompt: string] }>();
+const props = defineProps<{ canUpload: boolean }>();
 
 const actions = [
   {
@@ -64,15 +68,28 @@ const actions = [
     prompt: "请帮我识别检测报告并进行风险判定",
     icon: Camera,
     tone: "sky",
+    requiresUpload: true,
   },
-  {
-    title: "语音录入异常",
-    description: "口述信息自动结构化",
-    prompt: "记录一条新的质量异常",
-    icon: Mic,
-    tone: "purple",
-  },
+  ...(featureFlags.voiceEntry
+    ? [
+        {
+          title: "语音录入异常",
+          description: "口述信息自动结构化",
+          prompt: "记录一条新的质量异常",
+          icon: Mic,
+          tone: "purple",
+        },
+      ]
+    : []),
 ];
+const visibleActions = computed(() =>
+  actions.filter(
+    (action) =>
+      !("requiresUpload" in action) ||
+      !action.requiresUpload ||
+      props.canUpload,
+  ),
+);
 </script>
 
 <template>
@@ -86,7 +103,7 @@ const actions = [
 
     <div class="welcome-grid">
       <button
-        v-for="action in actions"
+        v-for="action in visibleActions"
         :key="action.title"
         class="welcome-action"
         type="button"
diff --git a/src/components/layout/AppSidebar.vue b/src/components/layout/AppSidebar.vue
index 4cab6ed..936ae5e 100644
--- a/src/components/layout/AppSidebar.vue
+++ b/src/components/layout/AppSidebar.vue
@@ -14,6 +14,7 @@ import { onMounted, ref } from "vue";
 import { useRouter } from "vue-router";
 
 import { useAuthStore } from "@/stores/auth.store";
+import { roleLabel } from "@/utils/roles";
 import { useConversationStore } from "@/stores/conversation.store";
 
 const auth = useAuthStore();
@@ -155,7 +156,7 @@ function searchConversations() {
 
     <footer>
       <div class="knowledge-progress"><i></i></div>
-      <p>{{ user?.role ?? "未登录" }} · 知识库 2,448 / 3,000 条</p>
+      <p>{{ roleLabel(user?.role) }} · 知识库 2,448 / 3,000 条</p>
       <p>标准库 219 条</p>
     </footer>
   </aside>
diff --git a/src/components/ocr/OcrRecognitionDialog.vue b/src/components/ocr/OcrRecognitionDialog.vue
new file mode 100644
index 0000000..5676a96
--- /dev/null
+++ b/src/components/ocr/OcrRecognitionDialog.vue
@@ -0,0 +1,989 @@
+<script setup lang="ts">
+import axios from "axios";
+import {
+  AlertTriangle,
+  CheckCircle2,
+  FileSearch,
+  FileText,
+  LoaderCircle,
+  RefreshCw,
+  Send,
+  Upload,
+  X,
+} from "@lucide/vue";
+import { computed, ref, watch } from "vue";
+
+import { judgeOcrMeasurements, recognizeOcrFiles } from "@/api/ocr";
+import { createRiskItem } from "@/api/riskItems";
+import type { OcrBatchResult, OcrExtractedFields } from "@/types/ocr";
+import type { RiskItemCreate } from "@/types/riskItem";
+
+const props = defineProps<{ open: boolean }>();
+const emit = defineEmits<{ close: []; submitted: [] }>();
+
+const files = ref<File[]>([]);
+const recognizing = ref(false);
+const submitting = ref(false);
+const rejudging = ref(false);
+const error = ref("");
+const result = ref<OcrBatchResult | null>(null);
+const originalJudgment = ref<Record<string, unknown> | null>(null);
+const submitted = ref(false);
+const draft = ref<RiskItemCreate>(emptyDraft());
+
+const confidence = computed(() => {
+  const values = (result.value?.files ?? [])
+    .map((file) => file.confidence)
+    .filter((value): value is number => value !== null);
+  return values.length
+    ? values.reduce((sum, value) => sum + value, 0) / values.length
+    : null;
+});
+const allWarnings = computed(() => [
+  ...new Set((result.value?.files ?? []).flatMap((file) => file.warnings)),
+]);
+const canSubmit = computed(
+  () =>
+    draft.value.productName.trim().length > 0 &&
+    draft.value.description.trim().length >= 5,
+);
+
+watch(
+  () => props.open,
+  (open) => {
+    if (open) reset();
+  },
+);
+
+function emptyDraft(): RiskItemCreate {
+  return {
+    sourceType: "OCR",
+    sourceFileId: null,
+    occurredOn: null,
+    productName: "",
+    productCategory: "",
+    materialType: "",
+    supplier: "",
+    factory: "",
+    stageNew: "第三阶段（产品开发）",
+    description: "",
+    defectLevel: null,
+    solution: null,
+    photos: [],
+    recognitionConfidence: null,
+    ocrPayload: {},
+  };
+}
+
+function reset() {
+  files.value = [];
+  result.value = null;
+  originalJudgment.value = null;
+  error.value = "";
+  submitted.value = false;
+  draft.value = emptyDraft();
+}
+
+function close() {
+  if (!recognizing.value && !submitting.value) emit("close");
+}
+
+function selectFiles(event: Event) {
+  const selected = Array.from((event.target as HTMLInputElement).files ?? []);
+  error.value = "";
+  result.value = null;
+  if (selected.length > 5) {
+    error.value = "一次最多上传 5 个文件";
+    files.value = [];
+    return;
+  }
+  const invalid = selected.find(
+    (file) =>
+      !["image/jpeg", "image/png", "application/pdf"].includes(file.type) ||
+      file.size > 10 * 1024 * 1024,
+  );
+  if (invalid) {
+    error.value = `${invalid.name} 格式不支持或超过 10MB`;
+    files.value = [];
+    return;
+  }
+  files.value = selected;
+}
+
+async function recognize() {
+  if (!files.value.length || recognizing.value) return;
+  recognizing.value = true;
+  error.value = "";
+  try {
+    const response = await recognizeOcrFiles(files.value);
+    if (!response.data.data) throw new Error("OCR 响应为空");
+    result.value = response.data.data;
+    fillDraft(response.data.data);
+  } catch (reason) {
+    error.value = apiError(reason, "OCR 识别失败，请重新上传或手动填写");
+  } finally {
+    recognizing.value = false;
+  }
+}
+
+function fillDraft(data: OcrBatchResult) {
+  const fields = data.fields;
+  draft.value = {
+    ...emptyDraft(),
+    sourceFileId: data.files[0]?.fileId ?? null,
+    occurredOn: fields.occurredOn,
+    productName: fields.productName.value ?? "",
+    productCategory: fields.productCategory.value ?? "",
+    materialType: fields.materialType.value ?? "",
+    supplier: fields.supplier.value ?? "",
+    factory: fields.factory.value ?? "",
+    stageNew: normalizeStage(fields.stageNew.value),
+    description: fields.description.value ?? "",
+    defectLevel: normalizeLevel(fields.defectLevel.value),
+    photos: data.files.map((file) => file.fileId),
+    recognitionConfidence: confidence.value,
+    ocrPayload: {
+      files: data.files.map((file) => ({
+        fileId: file.fileId,
+        fileName: file.fileName,
+        engine: file.engine,
+        pageCount: file.pageCount,
+        confidence: file.confidence,
+      })),
+      requiresReview: data.requiresReview,
+    },
+  };
+  originalJudgment.value = structuredClone({
+    measurements: data.measurements,
+    judgments: data.judgments,
+  });
+}
+
+function updateMeasurement(index: number, rawValue: string) {
+  if (!result.value) return;
+  const measurement = result.value.measurements[index];
+  const numeric = rawValue.match(/[+-]?\d+(?:\.\d+)?/);
+  const unit = rawValue.match(
+    /(?:mg\/kg|μg\/g|ug\/g|g\/L|mg\/L|N[·.]?m|mPa[·.]?s|Pa[·.]?s|mm|cm|nm|%|级|℃|°C)$/i,
+  );
+  measurement.rawValue = rawValue;
+  measurement.value = numeric ? Number(numeric[0]) : null;
+  measurement.unit = unit?.[0] ?? null;
+  measurement.confidence = 1;
+  measurement.needsReview = false;
+}
+
+async function rejudge() {
+  if (!result.value?.measurements.length || rejudging.value) return;
+  rejudging.value = true;
+  error.value = "";
+  try {
+    const response = await judgeOcrMeasurements(result.value.measurements);
+    result.value.judgments = response.data.data ?? [];
+  } catch (reason) {
+    error.value = apiError(reason, "重新判定失败");
+  } finally {
+    rejudging.value = false;
+  }
+}
+
+async function submit() {
+  if (!canSubmit.value || submitting.value) return;
+  submitting.value = true;
+  error.value = "";
+  try {
+    draft.value.ocrPayload = {
+      ...(draft.value.ocrPayload ?? {}),
+      originalRecognition: originalJudgment.value,
+      confirmedMeasurements: result.value?.measurements ?? [],
+      confirmedJudgments: result.value?.judgments ?? [],
+      confirmedAt: new Date().toISOString(),
+    };
+    await createRiskItem({
+      ...draft.value,
+      productCategory: draft.value.productCategory || null,
+      materialType: draft.value.materialType || null,
+      supplier: draft.value.supplier || null,
+      factory: draft.value.factory || null,
+    });
+    submitted.value = true;
+    emit("submitted");
+  } catch (reason) {
+    error.value = apiError(reason, "提交审核失败");
+  } finally {
+    submitting.value = false;
+  }
+}
+
+function fieldNeedsReview(key: keyof OcrExtractedFields) {
+  const field = result.value?.fields[key];
+  return (
+    typeof field === "object" &&
+    field !== null &&
+    "needsReview" in field &&
+    field.needsReview
+  );
+}
+
+function normalizeStage(value: string | null) {
+  if (!value) return "第三阶段（产品开发）";
+  const stages = [
+    "第一阶段（需求发现）",
+    "第二阶段（产品立项）",
+    "第三阶段（产品开发）",
+    "第四阶段（量产上市）",
+    "第五阶段（产品生命管理）",
+  ];
+  return (
+    stages.find(
+      (stage) => stage.includes(value) || value.includes(stage.slice(5, -1)),
+    ) ?? value
+  );
+}
+
+function normalizeLevel(value: string | null) {
+  const level = value?.toUpperCase().replace("级", "");
+  return level && ["A", "B", "C"].includes(level) ? level : null;
+}
+
+function formatConfidence(value: number | null) {
+  return value === null ? "待人工确认" : `${Math.round(value * 100)}%`;
+}
+
+function judgmentClass(value: string) {
+  return value === "合格"
+    ? "is-pass"
+    : value === "不合格"
+      ? "is-fail"
+      : "is-review";
+}
+
+function apiError(reason: unknown, fallback: string) {
+  if (axios.isAxiosError(reason)) {
+    return String(reason.response?.data?.message || fallback);
+  }
+  return reason instanceof Error ? reason.message : fallback;
+}
+</script>
+
+<template>
+  <div v-if="open" class="ocr-overlay" @mousedown.self="close">
+    <section
+      class="ocr-dialog"
+      role="dialog"
+      aria-modal="true"
+      aria-labelledby="ocr-title"
+    >
+      <header class="ocr-header">
+        <div class="ocr-title">
+          <span class="ocr-title-icon"><FileSearch :size="19" /></span>
+          <div>
+            <h2 id="ocr-title">OCR 异常识别</h2>
+            <p>检测报告、巡检单及异常报告</p>
+          </div>
+        </div>
+        <button
+          class="icon-button"
+          type="button"
+          title="关闭"
+          :disabled="recognizing || submitting"
+          @click="close"
+        >
+          <X :size="18" />
+        </button>
+      </header>
+
+      <div v-if="submitted" class="submitted-state">
+        <CheckCircle2 :size="34" />
+        <h3>已提交审核</h3>
+        <p>识别结果和标准判定已进入审核队列，审核通过后才会写入案例库。</p>
+        <button class="primary-button" type="button" @click="close">
+          完成
+        </button>
+      </div>
+
+      <div v-else class="ocr-content">
+        <section class="upload-section">
+          <label class="upload-zone">
+            <Upload :size="22" />
+            <strong>{{
+              files.length ? "重新选择文件" : "选择图片或 PDF"
+            }}</strong>
+            <span>JPG / PNG / PDF，单个不超过 10MB，最多 5 个</span>
+            <input
+              type="file"
+              accept="image/jpeg,image/png,application/pdf"
+              multiple
+              @change="selectFiles"
+            />
+          </label>
+          <div v-if="files.length" class="selected-files">
+            <span v-for="file in files" :key="`${file.name}-${file.size}`">
+              <FileText :size="13" />{{ file.name
+              }}<small>{{ (file.size / 1024 / 1024).toFixed(2) }}MB</small>
+            </span>
+          </div>
+          <button
+            class="primary-button recognize-button"
+            type="button"
+            :disabled="!files.length || recognizing"
+            @click="recognize"
+          >
+            <LoaderCircle v-if="recognizing" class="spin" :size="16" />
+            <FileSearch v-else :size="16" />
+            {{
+              recognizing
+                ? "正在识别并匹配标准…"
+                : result
+                  ? "重新识别"
+                  : "开始识别"
+            }}
+          </button>
+        </section>
+
+        <p v-if="error" class="error-message" role="alert">
+          <AlertTriangle :size="15" />{{ error }}
+        </p>
+
+        <template v-if="result">
+          <section class="result-summary">
+            <div>
+              <strong>识别完成</strong>
+              <span
+                >{{ result.files.length }} 个文件 ·
+                {{
+                  result.files.reduce((sum, file) => sum + file.pageCount, 0)
+                }}
+                页</span
+              >
+            </div>
+            <span
+              class="confidence"
+              :class="{ low: confidence === null || confidence < 0.8 }"
+            >
+              置信度 {{ formatConfidence(confidence) }}
+            </span>
+          </section>
+
+          <div v-if="allWarnings.length" class="warning-list">
+            <p v-for="warning in allWarnings" :key="warning">
+              <AlertTriangle :size="14" />{{ warning }}
+            </p>
+          </div>
+
+          <form class="ocr-form" @submit.prevent="submit">
+            <header class="section-title">
+              <div>
+                <h3>识别字段</h3>
+                <p>标黄字段需要人工核对，可直接修改。</p>
+              </div>
+            </header>
+            <div class="field-grid">
+              <label :class="{ review: fieldNeedsReview('productName') }"
+                >产品名称 *<input
+                  v-model.trim="draft.productName"
+                  required
+                  maxlength="200"
+              /></label>
+              <label :class="{ review: fieldNeedsReview('productCategory') }"
+                >产品品类<input
+                  v-model.trim="draft.productCategory"
+                  maxlength="100"
+              /></label>
+              <label :class="{ review: fieldNeedsReview('materialType') }"
+                >物料<input v-model.trim="draft.materialType" maxlength="200"
+              /></label>
+              <label :class="{ review: fieldNeedsReview('supplier') }"
+                >供应商<input v-model.trim="draft.supplier" maxlength="300"
+              /></label>
+              <label :class="{ review: fieldNeedsReview('factory') }"
+                >加工厂<input v-model.trim="draft.factory" maxlength="300"
+              /></label>
+              <label
+                >发生日期<input v-model="draft.occurredOn" type="date"
+              /></label>
+              <label :class="{ review: fieldNeedsReview('stageNew') }"
+                >发生阶段<select v-model="draft.stageNew">
+                  <option>第一阶段（需求发现）</option>
+                  <option>第二阶段（产品立项）</option>
+                  <option>第三阶段（产品开发）</option>
+                  <option>第四阶段（量产上市）</option>
+                  <option>第五阶段（产品生命管理）</option>
+                </select></label
+              >
+              <label :class="{ review: fieldNeedsReview('defectLevel') }"
+                >缺陷等级<select v-model="draft.defectLevel">
+                  <option :value="null">未确定</option>
+                  <option>A</option>
+                  <option>B</option>
+                  <option>C</option>
+                </select></label
+              >
+            </div>
+            <label
+              class="description-field"
+              :class="{ review: fieldNeedsReview('description') }"
+            >
+              异常描述 *
+              <textarea
+                v-model.trim="draft.description"
+                required
+                minlength="5"
+                maxlength="10000"
+                rows="4"
+              />
+            </label>
+
+            <section v-if="result.measurements.length" class="judgment-section">
+              <header class="section-title">
+                <div>
+                  <h3>标准数值判定</h3>
+                  <p>可修正检测值并重新判定，原始识别值会保留。</p>
+                </div>
+                <button
+                  class="secondary-button compact-button"
+                  type="button"
+                  :disabled="rejudging"
+                  @click="rejudge"
+                >
+                  <LoaderCircle
+                    v-if="rejudging"
+                    class="spin"
+                    :size="14"
+                  /><RefreshCw v-else :size="14" />重新判定
+                </button>
+              </header>
+              <div class="judgment-table-wrap">
+                <table>
+                  <thead>
+                    <tr>
+                      <th>检测项</th>
+                      <th>检测值</th>
+                      <th>标准</th>
+                      <th>结论</th>
+                    </tr>
+                  </thead>
+                  <tbody>
+                    <tr
+                      v-for="(measurement, index) in result.measurements"
+                      :key="`${measurement.item}-${index}`"
+                    >
+                      <td>{{ measurement.item }}</td>
+                      <td>
+                        <input
+                          class="measurement-input"
+                          :value="measurement.rawValue"
+                          @input="
+                            updateMeasurement(
+                              index,
+                              ($event.target as HTMLInputElement).value,
+                            )
+                          "
+                        />
+                      </td>
+                      <td>
+                        <span>{{
+                          result.judgments[index]?.standardValue || "未匹配"
+                        }}</span
+                        ><small>{{ result.judgments[index]?.basis }}</small>
+                      </td>
+                      <td>
+                        <select
+                          v-if="result.judgments[index]"
+                          v-model="result.judgments[index].result"
+                          class="judgment-select"
+                          :class="judgmentClass(result.judgments[index].result)"
+                          @change="
+                            result.judgments[index].manuallyConfirmed = true
+                          "
+                        >
+                          <option>合格</option>
+                          <option>不合格</option>
+                          <option>待人工确认</option>
+                          <option>未匹配标准</option></select
+                        ><small>{{ result.judgments[index]?.reason }}</small>
+                      </td>
+                    </tr>
+                  </tbody>
+                </table>
+              </div>
+            </section>
+
+            <details class="raw-result">
+              <summary>查看 OCR 原始文字</summary>
+              <article v-for="file in result.files" :key="file.fileId">
+                <strong>{{ file.fileName }}</strong>
+                <pre>{{ file.rawText }}</pre>
+              </article>
+            </details>
+
+            <footer class="dialog-actions">
+              <button
+                class="secondary-button"
+                type="button"
+                :disabled="submitting"
+                @click="reset"
+              >
+                <RefreshCw :size="15" />重新上传
+              </button>
+              <button
+                class="primary-button"
+                type="submit"
+                :disabled="!canSubmit || submitting"
+              >
+                <LoaderCircle v-if="submitting" class="spin" :size="16" /><Send
+                  v-else
+                  :size="16"
+                />
+                {{ submitting ? "提交中…" : "确认并提交审核" }}
+              </button>
+            </footer>
+          </form>
+        </template>
+      </div>
+    </section>
+  </div>
+</template>
+
+<style scoped>
+.ocr-overlay {
+  position: fixed;
+  inset: 0;
+  z-index: 100;
+  display: grid;
+  place-items: center;
+  padding: 24px;
+  background: rgb(15 23 42 / 48%);
+}
+.ocr-dialog {
+  display: flex;
+  width: min(920px, 100%);
+  max-height: min(880px, calc(100vh - 48px));
+  flex-direction: column;
+  overflow: hidden;
+  border: 1px solid var(--color-border);
+  border-radius: 8px;
+  background: var(--color-surface);
+  box-shadow: 0 22px 54px rgb(15 23 42 / 22%);
+}
+.ocr-header {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  border-bottom: 1px solid var(--color-border-light);
+  padding: 17px 20px;
+}
+.ocr-title {
+  display: flex;
+  align-items: center;
+  gap: 11px;
+}
+.ocr-title-icon {
+  display: grid;
+  width: 38px;
+  height: 38px;
+  place-items: center;
+  border-radius: 6px;
+  background: #e0f2fe;
+  color: #0369a1;
+}
+.ocr-title h2,
+.ocr-title p,
+.section-title h3,
+.section-title p,
+.submitted-state h3,
+.submitted-state p {
+  margin: 0;
+}
+.ocr-title h2 {
+  font-size: 16px;
+}
+.ocr-title p,
+.section-title p {
+  margin-top: 3px;
+  color: var(--color-text-muted);
+  font-size: 11px;
+}
+.icon-button {
+  display: grid;
+  width: 34px;
+  height: 34px;
+  place-items: center;
+  border: 0;
+  background: transparent;
+  color: var(--color-text-muted);
+  cursor: pointer;
+}
+.ocr-content {
+  overflow-y: auto;
+  padding: 20px;
+}
+.upload-section {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) auto;
+  gap: 12px;
+  align-items: stretch;
+}
+.upload-zone {
+  display: grid;
+  min-height: 102px;
+  place-items: center;
+  align-content: center;
+  gap: 4px;
+  border: 1px dashed var(--color-border-strong);
+  border-radius: 6px;
+  background: var(--color-bg);
+  color: #0369a1;
+  cursor: pointer;
+}
+.upload-zone strong {
+  color: var(--color-text);
+  font-size: 13px;
+}
+.upload-zone span {
+  color: var(--color-text-muted);
+  font-size: 11px;
+}
+.upload-zone input {
+  display: none;
+}
+.selected-files {
+  grid-column: 1 / -1;
+  display: flex;
+  flex-wrap: wrap;
+  gap: 6px;
+}
+.selected-files span {
+  display: inline-flex;
+  align-items: center;
+  gap: 5px;
+  max-width: 100%;
+  border: 1px solid var(--color-border-light);
+  border-radius: 4px;
+  padding: 5px 7px;
+  color: var(--color-text-secondary);
+  font-size: 11px;
+}
+.selected-files small {
+  color: var(--color-text-muted);
+}
+button {
+  font: inherit;
+}
+.primary-button,
+.secondary-button {
+  display: inline-flex;
+  min-height: 38px;
+  align-items: center;
+  justify-content: center;
+  gap: 7px;
+  border-radius: 5px;
+  padding: 0 15px;
+  font-size: 12px;
+  font-weight: 650;
+  cursor: pointer;
+}
+.primary-button {
+  border: 1px solid var(--color-accent);
+  background: var(--color-accent);
+  color: white;
+}
+.secondary-button {
+  border: 1px solid var(--color-border-strong);
+  background: white;
+  color: var(--color-text-secondary);
+}
+.primary-button:disabled,
+.secondary-button:disabled {
+  cursor: not-allowed;
+  opacity: 0.55;
+}
+.recognize-button {
+  min-width: 190px;
+}
+.error-message,
+.warning-list p {
+  display: flex;
+  align-items: flex-start;
+  gap: 7px;
+}
+.error-message {
+  margin: 14px 0 0;
+  color: var(--color-danger);
+  font-size: 12px;
+}
+.result-summary {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  margin-top: 18px;
+  border: 1px solid #bbf7d0;
+  border-radius: 6px;
+  padding: 11px 13px;
+  background: #f0fdf4;
+}
+.result-summary div {
+  display: grid;
+  gap: 2px;
+}
+.result-summary strong {
+  color: #166534;
+  font-size: 13px;
+}
+.result-summary div span {
+  color: #4b5563;
+  font-size: 11px;
+}
+.confidence {
+  border-radius: 4px;
+  padding: 4px 7px;
+  background: #dcfce7;
+  color: #166534;
+  font-size: 11px;
+  font-weight: 700;
+}
+.confidence.low {
+  background: #fef3c7;
+  color: #92400e;
+}
+.warning-list {
+  margin-top: 10px;
+  border-left: 3px solid #f59e0b;
+  padding: 6px 10px;
+  background: #fffbeb;
+}
+.warning-list p {
+  margin: 3px 0;
+  color: #92400e;
+  font-size: 11px;
+}
+.ocr-form {
+  display: grid;
+  gap: 15px;
+  margin-top: 18px;
+}
+.section-title {
+  display: flex;
+  align-items: end;
+  justify-content: space-between;
+}
+.section-title h3 {
+  font-size: 14px;
+}
+.field-grid {
+  display: grid;
+  grid-template-columns: repeat(4, minmax(0, 1fr));
+  gap: 11px;
+}
+.ocr-form label {
+  display: grid;
+  gap: 5px;
+  color: var(--color-text-secondary);
+  font-size: 11px;
+  font-weight: 650;
+}
+.ocr-form input,
+.ocr-form select,
+.ocr-form textarea {
+  min-width: 0;
+  width: 100%;
+  border: 1px solid var(--color-border-strong);
+  border-radius: 4px;
+  padding: 8px 9px;
+  background: white;
+  color: var(--color-text);
+  font: inherit;
+  font-size: 12px;
+  box-sizing: border-box;
+}
+.ocr-form textarea {
+  resize: vertical;
+}
+.ocr-form label.review input,
+.ocr-form label.review select,
+.ocr-form label.review textarea {
+  border-color: #f59e0b;
+  background: #fffbeb;
+}
+.judgment-section {
+  display: grid;
+  gap: 10px;
+  border-top: 1px solid var(--color-border-light);
+  padding-top: 15px;
+}
+.judgment-table-wrap {
+  overflow-x: auto;
+  border: 1px solid var(--color-border-light);
+  border-radius: 5px;
+}
+.judgment-table-wrap table {
+  width: 100%;
+  min-width: 680px;
+  border-collapse: collapse;
+  font-size: 11px;
+}
+.judgment-table-wrap th,
+.judgment-table-wrap td {
+  border-bottom: 1px solid var(--color-border-light);
+  padding: 9px 10px;
+  text-align: left;
+  vertical-align: top;
+}
+.judgment-table-wrap th {
+  background: var(--color-bg);
+  color: var(--color-text-muted);
+}
+.judgment-table-wrap td span,
+.judgment-table-wrap td small {
+  display: block;
+}
+.judgment-table-wrap td small {
+  max-width: 280px;
+  margin-top: 3px;
+  color: var(--color-text-muted);
+  line-height: 1.45;
+}
+.judgment {
+  width: fit-content;
+  border-radius: 3px;
+  padding: 2px 6px;
+  font-weight: 700;
+}
+.judgment.is-pass {
+  background: #dcfce7;
+  color: #166534;
+}
+.judgment.is-fail {
+  background: #fee2e2;
+  color: #b91c1c;
+}
+.judgment.is-review {
+  background: #fef3c7;
+  color: #92400e;
+}
+.compact-button {
+  min-height: 32px;
+  padding: 0 10px;
+}
+.measurement-input {
+  width: 110px !important;
+}
+.judgment-select {
+  width: 112px !important;
+  border: 0 !important;
+  font-weight: 700 !important;
+}
+.judgment-select.is-pass {
+  background: #dcfce7;
+  color: #166534;
+}
+.judgment-select.is-fail {
+  background: #fee2e2;
+  color: #b91c1c;
+}
+.judgment-select.is-review {
+  background: #fef3c7;
+  color: #92400e;
+}
+.raw-result {
+  border: 1px solid var(--color-border-light);
+  border-radius: 5px;
+  padding: 9px 11px;
+}
+.raw-result summary {
+  color: var(--color-text-secondary);
+  font-size: 11px;
+  cursor: pointer;
+}
+.raw-result article {
+  margin-top: 10px;
+}
+.raw-result article strong {
+  font-size: 11px;
+}
+.raw-result pre {
+  max-height: 220px;
+  overflow: auto;
+  white-space: pre-wrap;
+  word-break: break-word;
+  color: var(--color-text-muted);
+  font-family: inherit;
+  font-size: 11px;
+  line-height: 1.55;
+}
+.dialog-actions {
+  display: flex;
+  justify-content: flex-end;
+  gap: 9px;
+  border-top: 1px solid var(--color-border-light);
+  padding-top: 15px;
+}
+.submitted-state {
+  display: grid;
+  min-height: 360px;
+  place-items: center;
+  align-content: center;
+  gap: 10px;
+  padding: 30px;
+  text-align: center;
+  color: var(--color-success);
+}
+.submitted-state h3 {
+  color: var(--color-text);
+}
+.submitted-state p {
+  max-width: 430px;
+  color: var(--color-text-muted);
+  font-size: 12px;
+  line-height: 1.6;
+}
+.submitted-state .primary-button {
+  margin-top: 8px;
+}
+.spin {
+  animation: spin 0.8s linear infinite;
+}
+@keyframes spin {
+  to {
+    transform: rotate(360deg);
+  }
+}
+@media (max-width: 780px) {
+  .ocr-overlay {
+    align-items: end;
+    padding: 0;
+  }
+  .ocr-dialog {
+    width: 100%;
+    max-height: 94vh;
+    border-radius: 8px 8px 0 0;
+  }
+  .ocr-content {
+    padding: 15px;
+  }
+  .upload-section {
+    grid-template-columns: 1fr;
+  }
+  .recognize-button {
+    min-width: 0;
+  }
+  .field-grid {
+    grid-template-columns: repeat(2, minmax(0, 1fr));
+  }
+}
+@media (max-width: 480px) {
+  .field-grid {
+    grid-template-columns: 1fr;
+  }
+  .result-summary {
+    align-items: flex-start;
+    gap: 8px;
+  }
+  .dialog-actions {
+    flex-direction: column-reverse;
+  }
+  .dialog-actions button {
+    width: 100%;
+  }
+}
+</style>
diff --git a/src/config/features.ts b/src/config/features.ts
new file mode 100644
index 0000000..48327b8
--- /dev/null
+++ b/src/config/features.ts
@@ -0,0 +1,4 @@
+export const featureFlags = {
+  voiceEntry: false,
+  adminConfigurationPanels: false,
+} as const;
diff --git a/src/pages/ReviewPage.vue b/src/pages/ReviewPage.vue
index e75055b..6d9b68c 100644
--- a/src/pages/ReviewPage.vue
+++ b/src/pages/ReviewPage.vue
@@ -13,22 +13,49 @@ import {
   Mic,
   Plus,
   RefreshCw,
+  Save,
+  SlidersHorizontal,
   Upload,
+  Users,
   X,
 } from "@lucide/vue";
 import { computed, onMounted, reactive, ref } from "vue";
 import { useRouter } from "vue-router";
 
+import { downloadOcrFile } from "@/api/ocr";
+import { fetchModelConfig, updateModelConfig } from "@/api/modelConfig";
 import { useReviewStore } from "@/stores/review.store";
+import { useAuthStore } from "@/stores/auth.store";
+import OcrRecognitionDialog from "@/components/ocr/OcrRecognitionDialog.vue";
+import { featureFlags } from "@/config/features";
+import type { OcrStandardJudgment } from "@/types/ocr";
 import type { RiskItem, RiskItemUpdate } from "@/types/riskItem";
+import type { ModelWeightConfig, WeightDimension } from "@/types/modelConfig";
 
 const router = useRouter();
 const store = useReviewStore();
+const auth = useAuthStore();
 const sourceFilter = ref("all");
 const statusFilter = ref("待审核");
 const expandedId = ref<number | null>(null);
 const editingId = ref<number | null>(null);
 const reviewingId = ref<number | null>(null);
+const ocrOpen = ref(false);
+const attachmentError = ref("");
+const modelConfig = ref<ModelWeightConfig | null>(null);
+const modelConfigError = ref("");
+const savingWeights = ref(false);
+const weightDraft = reactive<Record<WeightDimension, number>>({
+  供应商表现: 25,
+  物料品类: 20,
+  产品品类: 15,
+  加工厂质量: 15,
+  标准符合性: 10,
+  节点阶段: 10,
+  缺陷等级: 5,
+});
+const frequencyCoefficient = ref(0.3);
+const frequencyCap = ref(1.5);
 const notes = reactive<Record<number, string>>({});
 const editForm = reactive<Record<number, RiskItemUpdate>>({});
 
@@ -43,6 +70,40 @@ const preReviewCount = computed(
 const sourceCount = computed(
   () => new Set(store.items.map((item) => item.sourceType)).size,
 );
+const weightTotal = computed(() =>
+  Object.values(weightDraft).reduce(
+    (sum, value) => sum + Number(value || 0),
+    0,
+  ),
+);
+const permissionRows = [
+  { role: "管理员", assess: true, submit: true, review: true, weights: true },
+  {
+    role: "产品经理",
+    assess: true,
+    submit: true,
+    review: true,
+    weights: false,
+  },
+  { role: "审核员", assess: true, submit: false, review: true, weights: false },
+  {
+    role: "普通用户",
+    assess: true,
+    submit: false,
+    review: false,
+    weights: false,
+  },
+];
+const permissionKeys = ["assess", "submit", "review", "weights"] as const;
+const weightRows: Array<{ dimension: WeightDimension; description: string }> = [
+  { dimension: "供应商表现", description: "含频次风险系数 α 修正" },
+  { dimension: "物料品类", description: "按物料历史异常率" },
+  { dimension: "产品品类", description: "拆解到具体产品品类" },
+  { dimension: "加工厂质量", description: "巡检 / 批次合格率" },
+  { dimension: "节点阶段", description: "开发阶段越靠后风险越高" },
+  { dimension: "缺陷等级", description: "A 级缺陷加权" },
+  { dimension: "标准符合性", description: "按判定标准库量化达标率计分" },
+];
 
 function load() {
   return store.loadPending({
@@ -50,6 +111,38 @@ function load() {
     status: statusFilter.value,
   });
 }
+async function loadModelWeights() {
+  if (!auth.hasPermission("model_weight.manage")) return;
+  modelConfigError.value = "";
+  try {
+    const response = await fetchModelConfig();
+    if (!response.data.data) throw new Error("模型配置响应为空");
+    modelConfig.value = response.data.data;
+    Object.assign(weightDraft, response.data.data.weights);
+    frequencyCoefficient.value = response.data.data.frequencyCoefficient;
+    frequencyCap.value = response.data.data.frequencyCap;
+  } catch {
+    modelConfigError.value = "模型权重加载失败";
+  }
+}
+async function saveModelWeights() {
+  if (Math.abs(weightTotal.value - 100) > 0.01 || savingWeights.value) return;
+  savingWeights.value = true;
+  modelConfigError.value = "";
+  try {
+    const response = await updateModelConfig({
+      weights: { ...weightDraft },
+      frequencyCoefficient: frequencyCoefficient.value,
+      frequencyCap: frequencyCap.value,
+    });
+    if (!response.data.data) throw new Error("模型配置响应为空");
+    modelConfig.value = response.data.data;
+  } catch {
+    modelConfigError.value = "权重保存失败，请检查各维度合计是否为100%";
+  } finally {
+    savingWeights.value = false;
+  }
+}
 function sourceClass(source: string) {
   return source === "OCR"
     ? "source-ocr"
@@ -71,6 +164,9 @@ function sourceIcon(source: string) {
 function levelClass(level: string | null | undefined) {
   return level ? `level-${level.toLowerCase()}` : "level-empty";
 }
+function isOwnSubmission(item: RiskItem) {
+  return Boolean(auth.user?.empNo && item.submittedBy === auth.user.empNo);
+}
 function toggleItem(id: number) {
   expandedId.value = expandedId.value === id ? null : id;
   if (editingId.value === id) editingId.value = null;
@@ -81,6 +177,8 @@ function beginEdit(item: RiskItem) {
   editForm[item.id] = {
     productName: item.productName,
     productCategory: item.productCategory,
+    materialType: item.materialType,
+    occurredOn: item.occurredOn,
     supplier: item.supplier,
     factory: item.factory,
     stageNew: item.stageNew,
@@ -89,6 +187,32 @@ function beginEdit(item: RiskItem) {
     solution: item.solution,
   };
 }
+function ocrFiles(item: RiskItem) {
+  const files = item.ocrPayload?.files;
+  if (!Array.isArray(files)) return [];
+  return files.filter(
+    (file): file is { fileId: string; fileName: string } =>
+      typeof file === "object" &&
+      file !== null &&
+      typeof file.fileId === "string" &&
+      typeof file.fileName === "string",
+  );
+}
+function ocrJudgments(item: RiskItem): OcrStandardJudgment[] {
+  const judgments = item.ocrPayload?.confirmedJudgments;
+  return Array.isArray(judgments) ? (judgments as OcrStandardJudgment[]) : [];
+}
+async function openAttachment(fileId: string) {
+  attachmentError.value = "";
+  try {
+    const response = await downloadOcrFile(fileId);
+    const url = URL.createObjectURL(response.data);
+    window.open(url, "_blank", "noopener,noreferrer");
+    window.setTimeout(() => URL.revokeObjectURL(url), 60_000);
+  } catch {
+    attachmentError.value = "附件打开失败或已被清理";
+  }
+}
 function editValue(id: number, key: keyof RiskItemUpdate) {
   return editForm[id]?.[key] ?? "";
 }
@@ -115,6 +239,8 @@ async function review(item: RiskItem, action: "通过" | "驳回") {
   try {
     await store.review(item.id, action, note);
     expandedId.value = null;
+  } catch {
+    // The exact API error is shown above the queue.
   } finally {
     reviewingId.value = null;
   }
@@ -128,7 +254,10 @@ function formatDate(value: string | null) {
     minute: "2-digit",
   }).format(new Date(value));
 }
-onMounted(() => void load());
+onMounted(() => {
+  void load();
+  void loadModelWeights();
+});
 </script>
 
 <template>
@@ -151,6 +280,7 @@ onMounted(() => void load());
             :class="{ spinning: store.loading }"
           />刷新</button
         ><button
+          v-if="auth.hasPermission('risk_item.submit')"
           class="button button--primary"
           type="button"
           @click="router.push({ name: 'risk-item-entry' })"
@@ -229,6 +359,7 @@ onMounted(() => void load());
           <ClipboardCheck :size="28" /><strong>当前没有符合条件的风险项</strong
           ><span>新提交的风险项通过预审后会出现在这里。</span
           ><button
+            v-if="auth.hasPermission('risk_item.submit')"
             class="button button--secondary"
             type="button"
             @click="router.push({ name: 'risk-item-entry' })"
@@ -298,6 +429,27 @@ onMounted(() => void load());
                           ($event.target as HTMLInputElement).value,
                         )
                       " /></label
+                  ><label
+                    >物料<input
+                      :value="editValue(item.id, 'materialType')"
+                      @input="
+                        setEditValue(
+                          item.id,
+                          'materialType',
+                          ($event.target as HTMLInputElement).value,
+                        )
+                      " /></label
+                  ><label
+                    >发生日期<input
+                      type="date"
+                      :value="editValue(item.id, 'occurredOn')"
+                      @input="
+                        setEditValue(
+                          item.id,
+                          'occurredOn',
+                          ($event.target as HTMLInputElement).value,
+                        )
+                      " /></label
                   ><label
                     >供应商<input
                       :value="editValue(item.id, 'supplier')"
@@ -395,6 +547,14 @@ onMounted(() => void load());
                     <dt>产品品类</dt>
                     <dd>{{ item.productCategory || "未填写" }}</dd>
                   </div>
+                  <div>
+                    <dt>物料</dt>
+                    <dd>{{ item.materialType || "未填写" }}</dd>
+                  </div>
+                  <div>
+                    <dt>发生日期</dt>
+                    <dd>{{ item.occurredOn || "未填写" }}</dd>
+                  </div>
                   <div>
                     <dt>供应商</dt>
                     <dd>{{ item.supplier || "未填写" }}</dd>
@@ -426,10 +586,54 @@ onMounted(() => void load());
                   <strong>解决方案</strong>
                   <p>{{ item.solution }}</p>
                 </div>
-                <div v-if="item.photos?.length" class="attachment-note">
-                  <ImagePlus :size="14" />已关联 {{ item.photos.length }} 个附件
+                <div v-if="ocrFiles(item).length" class="attachment-list">
+                  <button
+                    v-for="file in ocrFiles(item)"
+                    :key="file.fileId"
+                    type="button"
+                    title="通过鉴权打开原始附件"
+                    @click="openAttachment(file.fileId)"
+                  >
+                    <FileText :size="14" />{{ file.fileName }}
+                  </button>
+                </div>
+                <p v-if="attachmentError" class="form-error">
+                  {{ attachmentError }}
+                </p>
+                <div v-if="ocrJudgments(item).length" class="ocr-judgments">
+                  <strong>OCR 标准判定</strong>
+                  <div
+                    v-for="judgment in ocrJudgments(item)"
+                    :key="`${judgment.measurementItem}-${judgment.standardRuleId}`"
+                  >
+                    <span
+                      >{{ judgment.measurementItem }}：{{
+                        judgment.measuredValue
+                      }}</span
+                    >
+                    <span>{{ judgment.standardValue || "未匹配标准" }}</span>
+                    <b
+                      :class="
+                        judgment.result === '不合格'
+                          ? 'is-fail'
+                          : judgment.result === '合格'
+                            ? 'is-pass'
+                            : 'is-review'
+                      "
+                      >{{ judgment.result }}</b
+                    >
+                    <small v-if="judgment.standardRuleId"
+                      >标准 #{{ judgment.standardRuleId }}
+                      {{ judgment.basis || "" }}</small
+                    >
+                  </div>
                 </div>
                 <div class="review-controls">
+                  <p v-if="isOwnSubmission(item)" class="self-review-warning">
+                    <AlertTriangle
+                      :size="14"
+                    />该风险项由当前账号提交。根据审核防自审规则，请由其他审核员或管理者处理。
+                  </p>
                   <textarea
                     v-model="notes[item.id]"
                     rows="2"
@@ -451,6 +655,7 @@ onMounted(() => void load());
                       type="button"
                       :disabled="
                         item.status !== '待审核' ||
+                        isOwnSubmission(item) ||
                         reviewingId !== null ||
                         (notes[item.id]?.trim().length ?? 0) < 2
                       "
@@ -462,6 +667,7 @@ onMounted(() => void load());
                       type="button"
                       :disabled="
                         item.status !== '待审核' ||
+                        isOwnSubmission(item) ||
                         reviewingId !== null ||
                         (notes[item.id]?.trim().length ?? 0) < 2
                       "
@@ -477,7 +683,10 @@ onMounted(() => void load());
         </div>
       </section>
       <aside class="admin-tools">
-        <article class="tool-card">
+        <article
+          v-if="auth.hasPermission('risk_item.submit')"
+          class="tool-card"
+        >
           <header>
             <span class="tool-icon tool-icon--blue"
               ><ClipboardCheck :size="16"
@@ -495,23 +704,24 @@ onMounted(() => void load());
             <Plus :size="14" />打开录入表单
           </button>
         </article>
-        <article class="tool-card">
+        <article
+          v-if="auth.hasPermission('risk_item.submit')"
+          class="tool-card"
+        >
           <header>
             <span class="tool-icon tool-icon--cyan"
               ><ImagePlus :size="16"
             /></span>
             <div>
               <h3>OCR 识别录入</h3>
-              <p>上传检测报告或缺陷照片</p>
+              <p>上传检测报告、巡检单或异常报告</p>
             </div>
           </header>
-          <label class="upload-zone"
-            ><Upload :size="17" /><span>选择图片 / PDF</span
-            ><small>识别结果将填入风险项表单</small
-            ><input type="file" accept="image/*,.pdf"
-          /></label>
+          <button class="tool-link" type="button" @click="ocrOpen = true">
+            <Upload :size="14" />开始 OCR 识别
+          </button>
         </article>
-        <article class="tool-card">
+        <article v-if="featureFlags.voiceEntry" class="tool-card">
           <header>
             <span class="tool-icon tool-icon--purple"><Mic :size="16" /></span>
             <div>
@@ -523,7 +733,10 @@ onMounted(() => void load());
             <Mic :size="17" /><span>按住说话</span></button
           ><small class="tool-hint">普通话 · 最长 60 秒</small>
         </article>
-        <article class="tool-card">
+        <article
+          v-if="auth.hasPermission('risk_item.submit')"
+          class="tool-card"
+        >
           <header>
             <span class="tool-icon tool-icon--green"
               ><FileSpreadsheet :size="16"
@@ -556,6 +769,135 @@ onMounted(() => void load());
         </article>
       </aside>
     </div>
+    <div
+      v-if="
+        featureFlags.adminConfigurationPanels &&
+        auth.hasPermission('model_weight.manage')
+      "
+      class="administration-config"
+    >
+      <section class="admin-config-panel">
+        <header class="admin-config-heading">
+          <span><Users :size="17" /></span>
+          <div>
+            <h2>用户权限（含审核角色）</h2>
+            <p>四角色权限矩阵</p>
+          </div>
+        </header>
+        <div class="config-table-wrap">
+          <table class="config-table">
+            <thead>
+              <tr>
+                <th>角色</th>
+                <th>评估/查询</th>
+                <th>录入/上传</th>
+                <th>审核</th>
+                <th>权重配置</th>
+              </tr>
+            </thead>
+            <tbody>
+              <tr v-for="row in permissionRows" :key="row.role">
+                <td>{{ row.role }}</td>
+                <td v-for="key in permissionKeys" :key="key">
+                  <Check v-if="row[key]" class="permission-yes" :size="15" />
+                  <span v-else class="permission-no">—</span>
+                </td>
+              </tr>
+            </tbody>
+          </table>
+        </div>
+      </section>
+
+      <section class="admin-config-panel">
+        <header class="admin-config-heading">
+          <span><SlidersHorizontal :size="17" /></span>
+          <div>
+            <h2>模型权重配置</h2>
+            <p>七维模型，保存后对新评估实时生效</p>
+          </div>
+          <strong>七维 · 合计 {{ weightTotal }}%</strong>
+        </header>
+        <div class="config-table-wrap">
+          <table class="config-table weight-table">
+            <thead>
+              <tr>
+                <th>维度</th>
+                <th>权重</th>
+                <th>说明</th>
+              </tr>
+            </thead>
+            <tbody>
+              <tr v-for="row in weightRows" :key="row.dimension">
+                <td>{{ row.dimension }}</td>
+                <td>
+                  <label
+                    ><input
+                      v-model.number="weightDraft[row.dimension]"
+                      type="number"
+                      min="1"
+                      max="100"
+                      step="0.5"
+                    /><span>%</span></label
+                  >
+                </td>
+                <td>{{ row.description }}</td>
+              </tr>
+              <tr class="frequency-row">
+                <td>频次风险系数</td>
+                <td colspan="2">
+                  <label
+                    >α = 1.0 + (N / 100) ×
+                    <input
+                      v-model.number="frequencyCoefficient"
+                      type="number"
+                      min="0"
+                      max="1"
+                      step="0.05"
+                  /></label>
+                  <label
+                    >上限
+                    <input
+                      v-model.number="frequencyCap"
+                      type="number"
+                      min="1"
+                      max="3"
+                      step="0.1"
+                  /></label>
+                </td>
+              </tr>
+            </tbody>
+          </table>
+        </div>
+        <footer class="config-actions">
+          <p v-if="modelConfigError" class="form-error">
+            {{ modelConfigError }}
+          </p>
+          <span v-else-if="modelConfig?.updatedBy"
+            >最近更新：{{ modelConfig.updatedBy }}</span
+          >
+          <span v-else>权重合计必须为 100%</span>
+          <button
+            class="button button--primary"
+            type="button"
+            :disabled="savingWeights || Math.abs(weightTotal - 100) > 0.01"
+            @click="saveModelWeights"
+          >
+            <LoaderCircle
+              v-if="savingWeights"
+              class="spinning"
+              :size="14"
+            /><Save v-else :size="14" />{{
+              savingWeights ? "保存中…" : "保存配置"
+            }}
+          </button>
+        </footer>
+      </section>
+    </div>
+    <OcrRecognitionDialog
+      :open="ocrOpen"
+      @close="ocrOpen = false"
+      @submitted="load"
+    />
   </div>
 </template>
 
@@ -850,19 +1192,86 @@ onMounted(() => void load());
   line-height: 1.6;
   white-space: pre-wrap;
 }
-.attachment-note {
+.attachment-list {
+  display: flex;
+  flex-wrap: wrap;
+  gap: 6px;
+  margin-top: 12px;
+}
+.attachment-list button {
   display: inline-flex;
+  min-width: 0;
   align-items: center;
   gap: 5px;
-  margin-top: 12px;
+  border: 1px solid var(--color-border-strong);
+  border-radius: 4px;
+  padding: 5px 8px;
+  background: white;
   color: var(--color-accent);
   font-size: 10px;
+  cursor: pointer;
+}
+.ocr-judgments {
+  display: grid;
+  gap: 7px;
+  margin-top: 14px;
+  border: 1px solid var(--color-border-light);
+  border-radius: 5px;
+  padding: 10px;
+}
+.ocr-judgments > strong {
+  font-size: 11px;
+}
+.ocr-judgments > div {
+  display: grid;
+  grid-template-columns: minmax(100px, 0.8fr) minmax(180px, 1.5fr) auto;
+  gap: 6px 10px;
+  align-items: start;
+  border-top: 1px solid var(--color-border-light);
+  padding-top: 7px;
+  color: var(--color-text-secondary);
+  font-size: 10px;
+}
+.ocr-judgments b {
+  border-radius: 3px;
+  padding: 2px 5px;
+  font-size: 10px;
+}
+.ocr-judgments b.is-pass {
+  background: var(--color-success-soft);
+  color: var(--color-success);
+}
+.ocr-judgments b.is-fail {
+  background: var(--color-danger-soft);
+  color: var(--color-danger);
+}
+.ocr-judgments b.is-review {
+  background: var(--color-warning-soft);
+  color: var(--color-warning);
+}
+.ocr-judgments small {
+  grid-column: 1 / -1;
+  color: var(--color-text-faint);
 }
 .review-controls {
   align-items: flex-end;
+  flex-wrap: wrap;
   gap: 10px;
   margin-top: 17px;
 }
+.self-review-warning {
+  display: flex;
+  width: 100%;
+  align-items: flex-start;
+  gap: 6px;
+  margin: 0;
+  border-left: 3px solid var(--color-warning);
+  padding: 7px 9px;
+  background: var(--color-warning-soft);
+  color: var(--color-warning);
+  font-size: 11px;
+  line-height: 1.5;
+}
 .review-controls textarea {
   min-width: 0;
   flex: 1;
@@ -1084,6 +1493,111 @@ onMounted(() => void load());
   color: var(--color-success);
   font-size: 10px;
 }
+.administration-config {
+  display: grid;
+  gap: 14px;
+  margin-top: 18px;
+}
+.admin-config-panel {
+  border: 1px solid var(--color-border);
+  border-radius: 8px;
+  background: var(--color-surface);
+  padding: 18px 20px;
+}
+.admin-config-heading {
+  display: flex;
+  align-items: center;
+  gap: 9px;
+  margin-bottom: 13px;
+}
+.admin-config-heading > span {
+  display: grid;
+  width: 30px;
+  height: 30px;
+  place-items: center;
+  border-radius: 5px;
+  background: var(--color-bg);
+  color: var(--color-accent);
+}
+.admin-config-heading h2,
+.admin-config-heading p {
+  margin: 0;
+}
+.admin-config-heading h2 {
+  font-size: 14px;
+}
+.admin-config-heading p {
+  margin-top: 2px;
+  color: var(--color-text-muted);
+  font-size: 10px;
+}
+.admin-config-heading > strong {
+  margin-left: auto;
+  color: var(--color-accent);
+  font-size: 10px;
+}
+.config-table-wrap {
+  overflow-x: auto;
+}
+.config-table {
+  width: 100%;
+  min-width: 600px;
+  border-collapse: collapse;
+  font-size: 11px;
+}
+.config-table th,
+.config-table td {
+  border-bottom: 1px solid var(--color-border-light);
+  padding: 9px 10px;
+  text-align: left;
+}
+.config-table th {
+  background: var(--color-bg);
+  color: var(--color-text-muted);
+  font-weight: 650;
+}
+.permission-yes {
+  color: var(--color-success);
+}
+.permission-no {
+  color: var(--color-danger);
+}
+.weight-table input {
+  width: 58px;
+  border: 1px solid var(--color-border-strong);
+  border-radius: 4px;
+  padding: 5px;
+  font: inherit;
+  font-size: 11px;
+}
+.weight-table label {
+  display: inline-flex;
+  align-items: center;
+  gap: 4px;
+  font-size: 11px;
+}
+.weight-table label + label {
+  margin-left: 14px;
+}
+.frequency-row td:first-child {
+  color: #7c3aed;
+  font-weight: 650;
+}
+.config-actions {
+  display: flex;
+  align-items: center;
+  justify-content: flex-end;
+  gap: 12px;
+  padding-top: 14px;
+  color: var(--color-text-muted);
+  font-size: 10px;
+}
+.config-actions .form-error {
+  margin: 0 auto 0 0;
+}
+.config-actions .button {
+  min-height: 34px;
+}
 .spinning {
   animation: spin 0.8s linear infinite;
 }
diff --git a/src/pages/RiskAssistantPage.vue b/src/pages/RiskAssistantPage.vue
index 088704d..5620d4e 100644
--- a/src/pages/RiskAssistantPage.vue
+++ b/src/pages/RiskAssistantPage.vue
@@ -7,6 +7,7 @@ import AssistantComposer from "@/components/assistant/AssistantComposer.vue";
 import AssistantWelcome from "@/components/assistant/AssistantWelcome.vue";
 import RiskAnalysisCard from "@/components/assistant/RiskAnalysisCard.vue";
 import AssistantResponseCard from "@/components/assistant/AssistantResponseCard.vue";
+import OcrRecognitionDialog from "@/components/ocr/OcrRecognitionDialog.vue";
 import { useConversationStore } from "@/stores/conversation.store";
 import { useAuthStore } from "@/stores/auth.store";
 import { storeToRefs } from "pinia";
@@ -21,6 +22,7 @@ const {
   error,
 } = storeToRefs(conversationStore);
 const prompt = ref("");
+const ocrOpen = ref(false);
 const scrollArea = ref<HTMLElement | null>(null);
 const tool = ref<
   | "assessment"
@@ -104,6 +106,10 @@ function openTool(
     router.push({ name: "review" });
     return;
   }
+  if (value === "ocr") {
+    ocrOpen.value = true;
+    return;
+  }
   tool.value = value;
   toolInput.value = "";
   toolFile.value = null;
@@ -258,6 +264,7 @@ async function scrollToBottom(behavior: "smooth" | "auto" = "smooth") {
         </p>
         <AssistantWelcome
           v-if="!conversation?.messages.length"
+          :can-upload="auth.hasPermission('risk_item.submit')"
           @select="usePrompt"
         />
 
@@ -335,6 +342,7 @@ async function scrollToBottom(behavior: "smooth" | "auto" = "smooth") {
     <AssistantComposer
       v-model="prompt"
       :loading="loading"
+      :can-upload="auth.hasPermission('risk_item.submit')"
       @submit="submit"
       @select="usePrompt"
       @tool="openTool"
@@ -410,6 +418,7 @@ async function scrollToBottom(behavior: "smooth" | "auto" = "smooth") {
         </div>
       </form>
     </div>
+    <OcrRecognitionDialog :open="ocrOpen" @close="ocrOpen = false" />
   </div>
 </template>
 
diff --git a/src/pages/RiskItemEntryPage.vue b/src/pages/RiskItemEntryPage.vue
index b1ca58f..9d6237a 100644
--- a/src/pages/RiskItemEntryPage.vue
+++ b/src/pages/RiskItemEntryPage.vue
@@ -11,8 +11,10 @@ const reviewStore = useReviewStore();
 const submitted = ref(false);
 const form = reactive<RiskItemCreate>({
   sourceType: "表单",
+  occurredOn: null,
   productName: "",
   productCategory: "",
+  materialType: "",
   supplier: "",
   factory: "",
   stageNew: "第三阶段（产品开发）",
@@ -74,6 +76,10 @@ async function submit() {
           <label
             >产品品类<input v-model.trim="form.productCategory" maxlength="100"
           /></label>
+          <label
+            >物料<input v-model.trim="form.materialType" maxlength="200"
+          /></label>
+          <label>发生日期<input v-model="form.occurredOn" type="date" /></label>
           <label
             >供应商<input v-model.trim="form.supplier" maxlength="300"
           /></label>
diff --git a/src/stores/review.store.ts b/src/stores/review.store.ts
index 22e0869..5421ac5 100644
--- a/src/stores/review.store.ts
+++ b/src/stores/review.store.ts
@@ -1,3 +1,4 @@
+import axios from "axios";
 import { defineStore } from "pinia";
 import { ref } from "vue";
 
@@ -59,10 +60,20 @@ export const useReviewStore = defineStore("review", () => {
   }
 
   async function review(itemId: number, action: "通过" | "驳回", note: string) {
-    const response = await reviewRiskItem(itemId, { action, note });
-    if (!response.data.data) throw new Error("审核响应为空");
-    items.value = items.value.filter((item) => item.id !== itemId);
-    return response.data.data;
+    error.value = null;
+    try {
+      const response = await reviewRiskItem(itemId, { action, note });
+      if (!response.data.data) throw new Error("审核响应为空");
+      items.value = items.value.filter((item) => item.id !== itemId);
+      return response.data.data;
+    } catch (reason) {
+      error.value = axios.isAxiosError(reason)
+        ? String(reason.response?.data?.message || "审核操作失败")
+        : reason instanceof Error
+          ? reason.message
+          : "审核操作失败";
+      throw reason;
+    }
   }
 
   return {
diff --git a/src/types/modelConfig.ts b/src/types/modelConfig.ts
new file mode 100644
index 0000000..6ef009f
--- /dev/null
+++ b/src/types/modelConfig.ts
@@ -0,0 +1,22 @@
+export type WeightDimension =
+  | "供应商表现"
+  | "物料品类"
+  | "产品品类"
+  | "加工厂质量"
+  | "标准符合性"
+  | "节点阶段"
+  | "缺陷等级";
+
+export interface ModelWeightConfig {
+  weights: Record<WeightDimension, number>;
+  frequencyCoefficient: number;
+  frequencyCap: number;
+  updatedBy: string | null;
+  updatedAt: string | null;
+}
+
+export interface ModelWeightConfigUpdate {
+  weights: Record<WeightDimension, number>;
+  frequencyCoefficient: number;
+  frequencyCap: number;
+}
diff --git a/src/types/ocr.ts b/src/types/ocr.ts
new file mode 100644
index 0000000..713f3f3
--- /dev/null
+++ b/src/types/ocr.ts
@@ -0,0 +1,61 @@
+export interface OcrField {
+  value: string | null;
+  confidence: number | null;
+  needsReview: boolean;
+}
+
+export interface OcrExtractedFields {
+  productName: OcrField;
+  productCategory: OcrField;
+  supplier: OcrField;
+  factory: OcrField;
+  materialType: OcrField;
+  stageNew: OcrField;
+  description: OcrField;
+  defectLevel: OcrField;
+  occurredOn: string | null;
+}
+
+export interface OcrMeasurement {
+  item: string;
+  rawValue: string;
+  value: number | null;
+  unit: string | null;
+  confidence: number | null;
+  needsReview: boolean;
+}
+
+export interface OcrStandardJudgment {
+  measurementItem: string;
+  measuredValue: string;
+  standardRuleId: number | null;
+  riskPoint: string | null;
+  standardValue: string | null;
+  result: "合格" | "不合格" | "待人工确认" | "未匹配标准";
+  basis: string | null;
+  reason: string | null;
+  manuallyConfirmed?: boolean;
+}
+
+export interface OcrFileResult {
+  fileId: string;
+  fileName: string;
+  contentType: string;
+  engine: "webimage" | "paddle-vl-parser";
+  rawText: string;
+  confidence: number | null;
+  pageCount: number;
+  fields: OcrExtractedFields;
+  measurements: OcrMeasurement[];
+  judgments: OcrStandardJudgment[];
+  warnings: string[];
+  requiresReview: boolean;
+}
+
+export interface OcrBatchResult {
+  files: OcrFileResult[];
+  fields: OcrExtractedFields;
+  measurements: OcrMeasurement[];
+  judgments: OcrStandardJudgment[];
+  requiresReview: boolean;
+}
diff --git a/src/types/riskItem.ts b/src/types/riskItem.ts
index 886b837..2eed4a4 100644
--- a/src/types/riskItem.ts
+++ b/src/types/riskItem.ts
@@ -1,8 +1,10 @@
 export interface RiskItemCreate {
   sourceType: string;
   sourceFileId?: string | null;
+  occurredOn?: string | null;
   productName: string;
   productCategory?: string | null;
+  materialType?: string | null;
   supplier?: string | null;
   factory?: string | null;
   stageNew?: string | null;
@@ -10,6 +12,8 @@ export interface RiskItemCreate {
   defectLevel?: string | null;
   solution?: string | null;
   photos?: string[];
+  recognitionConfidence?: number | null;
+  ocrPayload?: Record<string, unknown>;
 }
 
 export interface RiskItem extends RiskItemCreate {
@@ -20,7 +24,22 @@ export interface RiskItem extends RiskItemCreate {
   createdAt: string;
 }
 
-export type RiskItemUpdate = Partial<RiskItemCreate>;
+export type RiskItemUpdate = Partial<
+  Pick<
+    RiskItemCreate,
+    | "occurredOn"
+    | "productName"
+    | "productCategory"
+    | "materialType"
+    | "supplier"
+    | "factory"
+    | "stageNew"
+    | "description"
+    | "defectLevel"
+    | "solution"
+    | "photos"
+  >
+>;
 
 export interface ReviewAction {
   action: "通过" | "驳回";
diff --git a/src/utils/roles.ts b/src/utils/roles.ts
new file mode 100644
index 0000000..160b8c9
--- /dev/null
+++ b/src/utils/roles.ts
@@ -0,0 +1,10 @@
+export const roleLabels: Record<string, string> = {
+  admin: "管理员",
+  product_manager: "产品经理",
+  reviewer: "审核员",
+  普通用户: "普通用户",
+};
+
+export function roleLabel(role: string | null | undefined) {
+  return role ? (roleLabels[role] ?? role) : "未登录";
+}