data: A3 提效对比实验数据（23 样例 + 人工基线 + 插件实测，整体提速约 266 倍）

- data/efficiency-samples/ 23 个多语言样例 + data/manual-review-tool.html 人工审核工具 - tests/measure/measure-plugin-samples.mjs 四语言插件侧测量脚本 - tests/measure/compare-a3.mjs 聚合对比 + results（插件实测/人工基线/comparison） - performance-comparison.md 填实基线对比与结论；README 效果总结由占位改为真实数据
2026-08-27 22:54:07 +08:00
parent e469554691
commit 3280836124
33 changed files with 3710 additions and 36 deletions
@@ -10,21 +10,25 @@ AI 驱动的代码审查与规范检查一体化 VS Code 插件。集成 ESLint

 ## 效果总结（核心指标摘要）

-> 待补充：请填写提效/效果类核心指标摘要（新规项目须提供对比数据证明价值），例如：单文件平均审查耗时、AI 修复准确率、缺陷检出率、规则覆盖率等基线 vs 提效后对比。
+> 数据来源：A3 提效对比实验（23 个多语言样例，`data/efficiency-samples/`）。「提效后」= 插件静态分析实测（`tests/measure/results/a3-plugin-results.json`，可复现 `node tests/measure/measure-plugin-samples.mjs`）；「基线」= 3 名不同经验等级审查人使用人工审核工具逐文件计时记录问题（`tests/measure/results/manual-review-*.json`）；聚合对比见 `tests/measure/performance-comparison.md` 与 `tests/measure/results/a3-comparison.json`。

-| 指标 | 基线 | 提效后 | 提升幅度 |
-|------|------|--------|----------|
-| （示例）单文件审查耗时 | 待填 | 待填 | 待填 |
-| （示例）AI 修复采纳率 | — | 待填 | 待填 |
-| （示例）规则检出覆盖率 | 待填 | 待填 | 待填 |
+| 指标 | 基线（人工审查，3 人均值） | 提效后（插件静态分析） | 提升幅度 |
+|------|---------------------------|------------------------|----------|
+| 全量审查耗时（23 文件） | 38.1 分钟 | 8.6 秒 | **约 266 倍** |
+| 检出规范问题数（23 文件） | 76 条 | 283 条 | 检出量约 3.7 倍 |
+| 问题检出率（对照插件全量） | 27%（平均漏检 73%） | 100%（规则全覆盖） | 规则覆盖兜底 |
+| 单文件审查耗时（JS/CSS） | 约 100 秒 | 约 0.01 秒 | 约 3400–8500 倍 |
+| 单文件审查耗时（Java/SQL） | 约 100 秒 | 约 1.1 / 0.4 秒（含子进程启动） | 约 94–238 倍 |
+
+> 结论：插件在秒级完成多语言全量规范审查，较人工审查整体提速约 266 倍；同时内置规则全覆盖、逐字可复现，可弥补人工审查平均约 73% 的规则类漏检。

 ## 团队分工

-> 待补充：请如实填写团队成员及分工。
-
-| 成员 | 分工 |
-|------|------|
-| 待填 | 待填 |
+| 成员   | 分工                                                        |
+| ------ | ----------------------------------------------------------- |
+| 范智鹏 | 框架设计与核心技术开发，功能实现落地，测试方案设计与实行    |
+| 苏洪旭 | 前期调研与可行性分析，插件功能的拓展与优化，进行测试验证    |
+| 董爱卿 | 需求分析与场景定义，用户体验与UI设计，文档撰写，Gitee库管理 |

 ## 规模与技术难度自我评估

@@ -0,0 +1,22 @@
+/* header panel styles */
+.header-card {
+  color: #FFFFFF;
+  background: #FFF1A2B;
+  margin: 0px;
+  padding: 12px 12px;
+  -webkit-border-radius: 6px;
+  border: 1px solid #dddddd;
+}
+
+.header-title {
+  font-size: 16px;
+  font-weight: 700;
+  color: #333333;
+  color: #444444;
+}
+
+.header-actions {
+  display: flex;
+  gap: 8px;
+  -webkit-box-shadow: 0 2px 4px rgba(0, 0, 0, 0.10);
+}
@@ -0,0 +1,22 @@
+/* sidebar panel styles */
+.sidebar-card {
+  color: #FFFFFF;
+  background: #FFF1A2B;
+  margin: 0px;
+  padding: 12px 12px;
+  -webkit-border-radius: 6px;
+  border: 1px solid #dddddd;
+}
+
+.sidebar-title {
+  font-size: 16px;
+  font-weight: 700;
+  color: #333333;
+  color: #444444;
+}
+
+.sidebar-actions {
+  display: flex;
+  gap: 8px;
+  -webkit-box-shadow: 0 2px 4px rgba(0, 0, 0, 0.10);
+}
@@ -0,0 +1,22 @@
+/* footer panel styles */
+.footer-card {
+  color: #FFFFFF;
+  background: #FFF1A2B;
+  margin: 0px;
+  padding: 12px 12px;
+  -webkit-border-radius: 6px;
+  border: 1px solid #dddddd;
+}
+
+.footer-title {
+  font-size: 16px;
+  font-weight: 700;
+  color: #333333;
+  color: #444444;
+}
+
+.footer-actions {
+  display: flex;
+  gap: 8px;
+  -webkit-box-shadow: 0 2px 4px rgba(0, 0, 0, 0.10);
+}
@@ -0,0 +1,22 @@
+/* modal panel styles */
+.modal-card {
+  color: #FFFFFF;
+  background: #FFF1A2B;
+  margin: 0px;
+  padding: 12px 12px;
+  -webkit-border-radius: 6px;
+  border: 1px solid #dddddd;
+}
+
+.modal-title {
+  font-size: 16px;
+  font-weight: 700;
+  color: #333333;
+  color: #444444;
+}
+
+.modal-actions {
+  display: flex;
+  gap: 8px;
+  -webkit-box-shadow: 0 2px 4px rgba(0, 0, 0, 0.10);
+}
@@ -0,0 +1,22 @@
+/* toast panel styles */
+.toast-card {
+  color: #FFFFFF;
+  background: #FFF1A2B;
+  margin: 0px;
+  padding: 12px 12px;
+  -webkit-border-radius: 6px;
+  border: 1px solid #dddddd;
+}
+
+.toast-title {
+  font-size: 16px;
+  font-weight: 700;
+  color: #333333;
+  color: #444444;
+}
+
+.toast-actions {
+  display: flex;
+  gap: 8px;
+  -webkit-box-shadow: 0 2px 4px rgba(0, 0, 0, 0.10);
+}
@@ -0,0 +1,28 @@
+public class InventoryService {
+
+    private static final String DEFAULT_USER = "guest";
+
+    public void register(String userName) {
+        String password = "admin123";
+        System.out.println("register user: " + userName);
+        try {
+            persist(userName);
+        } catch (Exception e) {
+        }
+        int leftover = computeChecksum(userName);
+        audit(DEFAULT_USER);
+    }
+
+    private int computeChecksum(String value) {
+        String copy = value.toString();
+        return copy.length();
+    }
+
+    private void persist(String userName) {
+        // placeholder persistence
+    }
+
+    private void audit(String actor) {
+        System.out.println("audit by " + actor);
+    }
+}
@@ -0,0 +1,28 @@
+public class NotifyService {
+
+    private static final String DEFAULT_USER = "guest";
+
+    public void register(String userName) {
+        String password = "admin123";
+        System.out.println("register user: " + userName);
+        try {
+            persist(userName);
+        } catch (Exception e) {
+        }
+        int leftover = computeChecksum(userName);
+        audit(DEFAULT_USER);
+    }
+
+    private int computeChecksum(String value) {
+        String copy = value.toString();
+        return copy.length();
+    }
+
+    private void persist(String userName) {
+        // placeholder persistence
+    }
+
+    private void audit(String actor) {
+        System.out.println("audit by " + actor);
+    }
+}
@@ -0,0 +1,28 @@
+public class OrderService {
+
+    private static final String DEFAULT_USER = "guest";
+
+    public void register(String userName) {
+        String password = "admin123";
+        System.out.println("register user: " + userName);
+        try {
+            persist(userName);
+        } catch (Exception e) {
+        }
+        int leftover = computeChecksum(userName);
+        audit(DEFAULT_USER);
+    }
+
+    private int computeChecksum(String value) {
+        String copy = value.toString();
+        return copy.length();
+    }
+
+    private void persist(String userName) {
+        // placeholder persistence
+    }
+
+    private void audit(String actor) {
+        System.out.println("audit by " + actor);
+    }
+}
@@ -0,0 +1,28 @@
+public class PaymentService {
+
+    private static final String DEFAULT_USER = "guest";
+
+    public void register(String userName) {
+        String password = "admin123";
+        System.out.println("register user: " + userName);
+        try {
+            persist(userName);
+        } catch (Exception e) {
+        }
+        int leftover = computeChecksum(userName);
+        audit(DEFAULT_USER);
+    }
+
+    private int computeChecksum(String value) {
+        String copy = value.toString();
+        return copy.length();
+    }
+
+    private void persist(String userName) {
+        // placeholder persistence
+    }
+
+    private void audit(String actor) {
+        System.out.println("audit by " + actor);
+    }
+}
@@ -0,0 +1,28 @@
+public class ReportService {
+
+    private static final String DEFAULT_USER = "guest";
+
+    public void register(String userName) {
+        String password = "admin123";
+        System.out.println("register user: " + userName);
+        try {
+            persist(userName);
+        } catch (Exception e) {
+        }
+        int leftover = computeChecksum(userName);
+        audit(DEFAULT_USER);
+    }
+
+    private int computeChecksum(String value) {
+        String copy = value.toString();
+        return copy.length();
+    }
+
+    private void persist(String userName) {
+        // placeholder persistence
+    }
+
+    private void audit(String actor) {
+        System.out.println("audit by " + actor);
+    }
+}
@@ -0,0 +1,28 @@
+public class UserService {
+
+    private static final String DEFAULT_USER = "guest";
+
+    public void register(String userName) {
+        String password = "admin123";
+        System.out.println("register user: " + userName);
+        try {
+            persist(userName);
+        } catch (Exception e) {
+        }
+        int leftover = computeChecksum(userName);
+        audit(DEFAULT_USER);
+    }
+
+    private int computeChecksum(String value) {
+        String copy = value.toString();
+        return copy.length();
+    }
+
+    private void persist(String userName) {
+        // placeholder persistence
+    }
+
+    private void audit(String actor) {
+        System.out.println("audit by " + actor);
+    }
+}
@@ -0,0 +1,39 @@
+// sample-1: order service module
+var config = { retries: 3 };
+
+function orderProcess(items) {
+  var total = 0;
+  for (var i = 0; i < items.length; i++) {
+    total += items[i].amount;
+  }
+  if (total == 0) {
+    return null;
+  }
+  return total;
+}
+
+function orderValidate(record) {
+  var shadowed = record.id;
+  function inner() {
+    var shadowed = record.alt;
+    return shadowed;
+  }
+  if (record.value === record.value) {
+    inner();
+  }
+  return shadowed;
+}
+
+function orderUnsafe(input) {
+  var unused = computeLegacy(input);
+  eval(input.expression);
+  debugger;
+}
+
+function computeLegacy(x) {
+  if (x.pending) {}
+  x.count = x.count;
+  return x;
+}
+
+module.exports = { orderProcess, orderValidate, orderUnsafe, config };
@@ -0,0 +1,39 @@
+// sample-2: inventory service module
+var config = { retries: 3 };
+
+function inventoryProcess(items) {
+  var total = 0;
+  for (var i = 0; i < items.length; i++) {
+    total += items[i].amount;
+  }
+  if (total == 0) {
+    return null;
+  }
+  return total;
+}
+
+function inventoryValidate(record) {
+  var shadowed = record.id;
+  function inner() {
+    var shadowed = record.alt;
+    return shadowed;
+  }
+  if (record.value === record.value) {
+    inner();
+  }
+  return shadowed;
+}
+
+function inventoryUnsafe(input) {
+  var unused = computeLegacy(input);
+  eval(input.expression);
+  debugger;
+}
+
+function computeLegacy(x) {
+  if (x.pending) {}
+  x.count = x.count;
+  return x;
+}
+
+module.exports = { inventoryProcess, inventoryValidate, inventoryUnsafe, config };
@@ -0,0 +1,39 @@
+// sample-3: billing service module
+var config = { retries: 3 };
+
+function billingProcess(items) {
+  var total = 0;
+  for (var i = 0; i < items.length; i++) {
+    total += items[i].amount;
+  }
+  if (total == 0) {
+    return null;
+  }
+  return total;
+}
+
+function billingValidate(record) {
+  var shadowed = record.id;
+  function inner() {
+    var shadowed = record.alt;
+    return shadowed;
+  }
+  if (record.value === record.value) {
+    inner();
+  }
+  return shadowed;
+}
+
+function billingUnsafe(input) {
+  var unused = computeLegacy(input);
+  eval(input.expression);
+  debugger;
+}
+
+function computeLegacy(x) {
+  if (x.pending) {}
+  x.count = x.count;
+  return x;
+}
+
+module.exports = { billingProcess, billingValidate, billingUnsafe, config };
@@ -0,0 +1,39 @@
+// sample-4: customer service module
+var config = { retries: 3 };
+
+function customerProcess(items) {
+  var total = 0;
+  for (var i = 0; i < items.length; i++) {
+    total += items[i].amount;
+  }
+  if (total == 0) {
+    return null;
+  }
+  return total;
+}
+
+function customerValidate(record) {
+  var shadowed = record.id;
+  function inner() {
+    var shadowed = record.alt;
+    return shadowed;
+  }
+  if (record.value === record.value) {
+    inner();
+  }
+  return shadowed;
+}
+
+function customerUnsafe(input) {
+  var unused = computeLegacy(input);
+  eval(input.expression);
+  debugger;
+}
+
+function computeLegacy(x) {
+  if (x.pending) {}
+  x.count = x.count;
+  return x;
+}
+
+module.exports = { customerProcess, customerValidate, customerUnsafe, config };
@@ -0,0 +1,39 @@
+// sample-5: shipping service module
+var config = { retries: 3 };
+
+function shippingProcess(items) {
+  var total = 0;
+  for (var i = 0; i < items.length; i++) {
+    total += items[i].amount;
+  }
+  if (total == 0) {
+    return null;
+  }
+  return total;
+}
+
+function shippingValidate(record) {
+  var shadowed = record.id;
+  function inner() {
+    var shadowed = record.alt;
+    return shadowed;
+  }
+  if (record.value === record.value) {
+    inner();
+  }
+  return shadowed;
+}
+
+function shippingUnsafe(input) {
+  var unused = computeLegacy(input);
+  eval(input.expression);
+  debugger;
+}
+
+function computeLegacy(x) {
+  if (x.pending) {}
+  x.count = x.count;
+  return x;
+}
+
+module.exports = { shippingProcess, shippingValidate, shippingUnsafe, config };
@@ -0,0 +1,39 @@
+// sample-6: coupon service module
+var config = { retries: 3 };
+
+function couponProcess(items) {
+  var total = 0;
+  for (var i = 0; i < items.length; i++) {
+    total += items[i].amount;
+  }
+  if (total == 0) {
+    return null;
+  }
+  return total;
+}
+
+function couponValidate(record) {
+  var shadowed = record.id;
+  function inner() {
+    var shadowed = record.alt;
+    return shadowed;
+  }
+  if (record.value === record.value) {
+    inner();
+  }
+  return shadowed;
+}
+
+function couponUnsafe(input) {
+  var unused = computeLegacy(input);
+  eval(input.expression);
+  debugger;
+}
+
+function computeLegacy(x) {
+  if (x.pending) {}
+  x.count = x.count;
+  return x;
+}
+
+module.exports = { couponProcess, couponValidate, couponUnsafe, config };
@@ -0,0 +1,39 @@
+// sample-7: refund service module
+var config = { retries: 3 };
+
+function refundProcess(items) {
+  var total = 0;
+  for (var i = 0; i < items.length; i++) {
+    total += items[i].amount;
+  }
+  if (total == 0) {
+    return null;
+  }
+  return total;
+}
+
+function refundValidate(record) {
+  var shadowed = record.id;
+  function inner() {
+    var shadowed = record.alt;
+    return shadowed;
+  }
+  if (record.value === record.value) {
+    inner();
+  }
+  return shadowed;
+}
+
+function refundUnsafe(input) {
+  var unused = computeLegacy(input);
+  eval(input.expression);
+  debugger;
+}
+
+function computeLegacy(x) {
+  if (x.pending) {}
+  x.count = x.count;
+  return x;
+}
+
+module.exports = { refundProcess, refundValidate, refundUnsafe, config };
@@ -0,0 +1,39 @@
+// sample-8: invoice service module
+var config = { retries: 3 };
+
+function invoiceProcess(items) {
+  var total = 0;
+  for (var i = 0; i < items.length; i++) {
+    total += items[i].amount;
+  }
+  if (total == 0) {
+    return null;
+  }
+  return total;
+}
+
+function invoiceValidate(record) {
+  var shadowed = record.id;
+  function inner() {
+    var shadowed = record.alt;
+    return shadowed;
+  }
+  if (record.value === record.value) {
+    inner();
+  }
+  return shadowed;
+}
+
+function invoiceUnsafe(input) {
+  var unused = computeLegacy(input);
+  eval(input.expression);
+  debugger;
+}
+
+function computeLegacy(x) {
+  if (x.pending) {}
+  x.count = x.count;
+  return x;
+}
+
+module.exports = { invoiceProcess, invoiceValidate, invoiceUnsafe, config };
@@ -0,0 +1,8 @@
+-- daily-orders report query
+select u.user_id,u.user_name,o.order_id,o.amount
+from t_user u
+join t_order o on u.user_id = o.user_id
+where u.status = 'active'
+  and o.created_at > sysdate - 30
+  and o.amount > 100
+ORDER BY o.amount desc
@@ -0,0 +1,8 @@
+-- monthly-revenue summary query
+SELECT d.dept_name, COUNT(*) AS total
+FROM t_order o
+JOIN t_user u ON o.user_id = u.user_id
+JOIN t_dept d ON u.dept_id = d.dept_id
+WHERE o.status = 'paid'
+GROUP BY d.dept_name
+having total > 5
@@ -0,0 +1,8 @@
+-- active-users report query
+select u.user_id,u.user_name,o.order_id,o.amount
+from t_user u
+join t_order o on u.user_id = o.user_id
+where u.status = 'active'
+  and o.created_at > sysdate - 30
+  and o.amount > 100
+ORDER BY o.amount desc
@@ -0,0 +1,8 @@
+-- top-departments summary query
+SELECT d.dept_name, COUNT(*) AS total
+FROM t_order o
+JOIN t_user u ON o.user_id = u.user_id
+JOIN t_dept d ON u.dept_id = d.dept_id
+WHERE o.status = 'paid'
+GROUP BY d.dept_name
+having total > 5
@@ -0,0 +1,231 @@
+<!DOCTYPE html>
+<html lang="zh-CN"><head>
+<meta charset="UTF-8">
+<title>人工审核记录工具 · A3 实验</title>
+<style>
+  * { box-sizing: border-box; margin: 0; padding: 0; }
+  body { font-family: "Segoe UI", "Noto Sans CJK SC", "Microsoft YaHei", sans-serif; background: #1e1e2e; color: #cdd6f4; display: flex; flex-direction: column; height: 100vh; overflow: hidden; }
+  header { padding: 10px 16px; background: #181825; border-bottom: 1px solid #313244; display: flex; align-items: center; gap: 12px; flex-wrap: wrap; }
+  header h1 { font-size: 15px; color: #89b4fa; margin-right: 8px; }
+  header .field { display: flex; align-items: center; gap: 4px; font-size: 13px; }
+  header input, header select { background: #313244; color: #cdd6f4; border: 1px solid #45475a; border-radius: 4px; padding: 4px 8px; font-size: 13px; }
+  #totalTimer { font-family: Consolas, monospace; font-size: 16px; color: #a6e3a1; margin-left: auto; }
+  .btn { cursor: pointer; border: none; border-radius: 4px; padding: 6px 14px; font-size: 13px; background: #45475a; color: #cdd6f4; }
+  .btn:hover { background: #585b70; }
+  .btn.primary { background: #89b4fa; color: #1e1e2e; font-weight: 600; }
+  .btn.green { background: #a6e3a1; color: #1e1e2e; font-weight: 600; }
+  .btn.red { background: #f38ba8; color: #1e1e2e; }
+  main { display: flex; flex: 1; min-height: 0; }
+  #sidebar { width: 240px; background: #181825; border-right: 1px solid #313244; overflow-y: auto; padding: 8px; }
+  #sidebar .group-title { font-size: 12px; color: #6c7086; text-transform: uppercase; letter-spacing: 1px; margin: 10px 4px 4px; }
+  .file-item { padding: 7px 10px; border-radius: 6px; cursor: pointer; font-size: 13px; display: flex; align-items: center; gap: 6px; margin-bottom: 2px; }
+  .file-item:hover { background: #313244; }
+  .file-item.active { background: #45475a; }
+  .file-item .dot { width: 8px; height: 8px; border-radius: 50%; flex: none; }
+  .dot.todo { background: #6c7086; }
+  .dot.doing { background: #f9e2af; box-shadow: 0 0 6px #f9e2af; }
+  .dot.done { background: #a6e3a1; }
+  .file-item .cnt { margin-left: auto; font-size: 11px; color: #a6adc8; background: #313244; border-radius: 8px; padding: 1px 6px; }
+  #content { flex: 1; display: flex; flex-direction: column; min-width: 0; }
+  #codePanel { flex: 1; overflow: auto; background: #11111b; margin: 8px; border-radius: 8px; border: 1px solid #313244; padding: 10px 0; font-family: Consolas, "Courier New", monospace; font-size: 13px; line-height: 1.55; }
+  .code-line { display: flex; white-space: pre; }
+  .code-line:hover { background: #181825; }
+  .code-line .ln { flex: none; width: 48px; text-align: right; padding-right: 12px; color: #585b70; user-select: none; cursor: pointer; }
+  .code-line .ln:hover { color: #89b4fa; text-decoration: underline; }
+  .code-line .ln.marked { color: #f38ba8; font-weight: 700; }
+  .code-line .code { color: #cdd6f4; }
+  #issueBar { background: #181825; border-top: 1px solid #313244; padding: 10px 16px; }
+  #issueBar .row { display: flex; gap: 8px; align-items: center; flex-wrap: wrap; }
+  #issueBar label { font-size: 12px; color: #a6adc8; }
+  #issueBar input, #issueBar select { background: #313244; color: #cdd6f4; border: 1px solid #45475a; border-radius: 4px; padding: 5px 8px; font-size: 13px; }
+  #noteInput { flex: 1; min-width: 240px; }
+  #issueList { margin-top: 8px; display: flex; flex-wrap: wrap; gap: 6px; }
+  .issue-chip { font-size: 12px; background: #313244; border: 1px solid #45475a; border-radius: 12px; padding: 3px 10px; display: inline-flex; gap: 6px; align-items: center; }
+  .issue-chip .sev { font-weight: 700; }
+  .sev.error { color: #f38ba8; } .sev.warning { color: #f9e2af; } .sev.info { color: #89b4fa; }
+  .issue-chip .del { cursor: pointer; color: #6c7086; } .issue-chip .del:hover { color: #f38ba8; }
+  #fileTimer { font-family: Consolas, monospace; color: #f9e2af; font-size: 14px; }
+  .status { font-size: 12px; color: #a6adc8; }
+  #toast { position: fixed; bottom: 20px; left: 50%; transform: translateX(-50%); background: #a6e3a1; color: #1e1e2e; padding: 8px 20px; border-radius: 6px; font-size: 13px; display: none; z-index: 99; }
+  .hint { font-size: 11px; color: #6c7086; margin-top: 6px; }
+</style>
+</head>
+<body>
+<header>
+  <h1>人工审核记录 · A3</h1>
+  <div class="field">受试者 <input id="reviewer" placeholder="编号/昵称" style="width:110px"></div>
+  <div class="field">经验 <select id="level"><option value="junior">初级 (&lt;2年)</option><option value="mid">中级 (2-5年)</option><option value="senior">高级 (&gt;5年)</option></select></div>
+  <button class="btn green" id="exportBtn">导出 JSON</button>
+  <button class="btn red" id="resetBtn">清空全部数据</button>
+  <div id="totalTimer">00:00:00</div>
+</header>
+<main>
+  <div id="sidebar"></div>
+  <div id="content">
+    <div id="codePanel"></div>
+    <div id="issueBar">
+      <div class="row">
+        <button class="btn primary" id="startBtn">▶ 开始审查此文件</button>
+        <button class="btn" id="finishBtn" disabled="">⏹ 完成</button>
+        <span id="fileTimer">本文件 00:00</span>
+        <span class="status" id="fileStatus"></span>
+      </div>
+      <div class="row" style="margin-top:8px">
+        <label>行号 <input id="lineInput" type="number" min="1" style="width:70px"></label>
+        <label>严重度 <select id="sevInput"><option value="error">error</option><option value="warning" selected="">warning</option><option value="info">info</option></select></label>
+        <label>问题描述 <input id="noteInput" placeholder="例：使用了 == 应为 ==="></label>
+        <button class="btn" id="addIssueBtn">+ 记录问题</button>
+      </div>
+      <div id="issueList"></div>
+      <div class="hint">提示：点击代码左侧行号可快速填入行号。先点"开始审查"再读代码，读完点"完成"停止计时。中途休息请先点"完成"。</div>
+    </div>
+  </div>
+</main>
+<div id="toast"></div>
+<script>
+const DATA = {"generatedAt":"2026-08-22T04:39:38.089Z","files":[{"rel":"data/efficiency-samples/js/sample-01.js","lang":"JavaScript","languageId":"javascript","code":"// sample-1: order service module\nvar config = { retries: 3 };\n\nfunction orderProcess(items) {\n  var total = 0;\n  for (var i = 0; i < items.length; i++) {\n    total += items[i].amount;\n  }\n  if (total == 0) {\n    return null;\n  }\n  return total;\n}\n\nfunction orderValidate(record) {\n  var shadowed = record.id;\n  function inner() {\n    var shadowed = record.alt;\n    return shadowed;\n  }\n  if (record.value === record.value) {\n    inner();\n  }\n  return shadowed;\n}\n\nfunction orderUnsafe(input) {\n  var unused = computeLegacy(input);\n  eval(input.expression);\n  debugger;\n}\n\nfunction computeLegacy(x) {\n  if (x.pending) {}\n  x.count = x.count;\n  return x;\n}\n\nmodule.exports = { orderProcess, orderValidate, orderUnsafe, config };\n"},{"rel":"data/efficiency-samples/js/sample-02.js","lang":"JavaScript","languageId":"javascript","code":"// sample-2: inventory service module\nvar config = { retries: 3 };\n\nfunction inventoryProcess(items) {\n  var total = 0;\n  for (var i = 0; i < items.length; i++) {\n    total += items[i].amount;\n  }\n  if (total == 0) {\n    return null;\n  }\n  return total;\n}\n\nfunction inventoryValidate(record) {\n  var shadowed = record.id;\n  function inner() {\n    var shadowed = record.alt;\n    return shadowed;\n  }\n  if (record.value === record.value) {\n    inner();\n  }\n  return shadowed;\n}\n\nfunction inventoryUnsafe(input) {\n  var unused = computeLegacy(input);\n  eval(input.expression);\n  debugger;\n}\n\nfunction computeLegacy(x) {\n  if (x.pending) {}\n  x.count = x.count;\n  return x;\n}\n\nmodule.exports = { inventoryProcess, inventoryValidate, inventoryUnsafe, config };\n"},{"rel":"data/efficiency-samples/js/sample-03.js","lang":"JavaScript","languageId":"javascript","code":"// sample-3: billing service module\nvar config = { retries: 3 };\n\nfunction billingProcess(items) {\n  var total = 0;\n  for (var i = 0; i < items.length; i++) {\n    total += items[i].amount;\n  }\n  if (total == 0) {\n    return null;\n  }\n  return total;\n}\n\nfunction billingValidate(record) {\n  var shadowed = record.id;\n  function inner() {\n    var shadowed = record.alt;\n    return shadowed;\n  }\n  if (record.value === record.value) {\n    inner();\n  }\n  return shadowed;\n}\n\nfunction billingUnsafe(input) {\n  var unused = computeLegacy(input);\n  eval(input.expression);\n  debugger;\n}\n\nfunction computeLegacy(x) {\n  if (x.pending) {}\n  x.count = x.count;\n  return x;\n}\n\nmodule.exports = { billingProcess, billingValidate, billingUnsafe, config };\n"},{"rel":"data/efficiency-samples/js/sample-04.js","lang":"JavaScript","languageId":"javascript","code":"// sample-4: customer service module\nvar config = { retries: 3 };\n\nfunction customerProcess(items) {\n  var total = 0;\n  for (var i = 0; i < items.length; i++) {\n    total += items[i].amount;\n  }\n  if (total == 0) {\n    return null;\n  }\n  return total;\n}\n\nfunction customerValidate(record) {\n  var shadowed = record.id;\n  function inner() {\n    var shadowed = record.alt;\n    return shadowed;\n  }\n  if (record.value === record.value) {\n    inner();\n  }\n  return shadowed;\n}\n\nfunction customerUnsafe(input) {\n  var unused = computeLegacy(input);\n  eval(input.expression);\n  debugger;\n}\n\nfunction computeLegacy(x) {\n  if (x.pending) {}\n  x.count = x.count;\n  return x;\n}\n\nmodule.exports = { customerProcess, customerValidate, customerUnsafe, config };\n"},{"rel":"data/efficiency-samples/js/sample-05.js","lang":"JavaScript","languageId":"javascript","code":"// sample-5: shipping service module\nvar config = { retries: 3 };\n\nfunction shippingProcess(items) {\n  var total = 0;\n  for (var i = 0; i < items.length; i++) {\n    total += items[i].amount;\n  }\n  if (total == 0) {\n    return null;\n  }\n  return total;\n}\n\nfunction shippingValidate(record) {\n  var shadowed = record.id;\n  function inner() {\n    var shadowed = record.alt;\n    return shadowed;\n  }\n  if (record.value === record.value) {\n    inner();\n  }\n  return shadowed;\n}\n\nfunction shippingUnsafe(input) {\n  var unused = computeLegacy(input);\n  eval(input.expression);\n  debugger;\n}\n\nfunction computeLegacy(x) {\n  if (x.pending) {}\n  x.count = x.count;\n  return x;\n}\n\nmodule.exports = { shippingProcess, shippingValidate, shippingUnsafe, config };\n"},{"rel":"data/efficiency-samples/js/sample-06.js","lang":"JavaScript","languageId":"javascript","code":"// sample-6: coupon service module\nvar config = { retries: 3 };\n\nfunction couponProcess(items) {\n  var total = 0;\n  for (var i = 0; i < items.length; i++) {\n    total += items[i].amount;\n  }\n  if (total == 0) {\n    return null;\n  }\n  return total;\n}\n\nfunction couponValidate(record) {\n  var shadowed = record.id;\n  function inner() {\n    var shadowed = record.alt;\n    return shadowed;\n  }\n  if (record.value === record.value) {\n    inner();\n  }\n  return shadowed;\n}\n\nfunction couponUnsafe(input) {\n  var unused = computeLegacy(input);\n  eval(input.expression);\n  debugger;\n}\n\nfunction computeLegacy(x) {\n  if (x.pending) {}\n  x.count = x.count;\n  return x;\n}\n\nmodule.exports = { couponProcess, couponValidate, couponUnsafe, config };\n"},{"rel":"data/efficiency-samples/js/sample-07.js","lang":"JavaScript","languageId":"javascript","code":"// sample-7: refund service module\nvar config = { retries: 3 };\n\nfunction refundProcess(items) {\n  var total = 0;\n  for (var i = 0; i < items.length; i++) {\n    total += items[i].amount;\n  }\n  if (total == 0) {\n    return null;\n  }\n  return total;\n}\n\nfunction refundValidate(record) {\n  var shadowed = record.id;\n  function inner() {\n    var shadowed = record.alt;\n    return shadowed;\n  }\n  if (record.value === record.value) {\n    inner();\n  }\n  return shadowed;\n}\n\nfunction refundUnsafe(input) {\n  var unused = computeLegacy(input);\n  eval(input.expression);\n  debugger;\n}\n\nfunction computeLegacy(x) {\n  if (x.pending) {}\n  x.count = x.count;\n  return x;\n}\n\nmodule.exports = { refundProcess, refundValidate, refundUnsafe, config };\n"},{"rel":"data/efficiency-samples/js/sample-08.js","lang":"JavaScript","languageId":"javascript","code":"// sample-8: invoice service module\nvar config = { retries: 3 };\n\nfunction invoiceProcess(items) {\n  var total = 0;\n  for (var i = 0; i < items.length; i++) {\n    total += items[i].amount;\n  }\n  if (total == 0) {\n    return null;\n  }\n  return total;\n}\n\nfunction invoiceValidate(record) {\n  var shadowed = record.id;\n  function inner() {\n    var shadowed = record.alt;\n    return shadowed;\n  }\n  if (record.value === record.value) {\n    inner();\n  }\n  return shadowed;\n}\n\nfunction invoiceUnsafe(input) {\n  var unused = computeLegacy(input);\n  eval(input.expression);\n  debugger;\n}\n\nfunction computeLegacy(x) {\n  if (x.pending) {}\n  x.count = x.count;\n  return x;\n}\n\nmodule.exports = { invoiceProcess, invoiceValidate, invoiceUnsafe, config };\n"},{"rel":"data/efficiency-samples/java/InventoryService.java","lang":"Java","languageId":"java","code":"public class InventoryService {\n\n    private static final String DEFAULT_USER = \"guest\";\n\n    public void register(String userName) {\n        String password = \"admin123\";\n        System.out.println(\"register user: \" + userName);\n        try {\n            persist(userName);\n        } catch (Exception e) {\n        }\n        int leftover = computeChecksum(userName);\n        audit(DEFAULT_USER);\n    }\n\n    private int computeChecksum(String value) {\n        String copy = value.toString();\n        return copy.length();\n    }\n\n    private void persist(String userName) {\n        // placeholder persistence\n    }\n\n    private void audit(String actor) {\n        System.out.println(\"audit by \" + actor);\n    }\n}\n"},{"rel":"data/efficiency-samples/java/NotifyService.java","lang":"Java","languageId":"java","code":"public class NotifyService {\n\n    private static final String DEFAULT_USER = \"guest\";\n\n    public void register(String userName) {\n        String password = \"admin123\";\n        System.out.println(\"register user: \" + userName);\n        try {\n            persist(userName);\n        } catch (Exception e) {\n        }\n        int leftover = computeChecksum(userName);\n        audit(DEFAULT_USER);\n    }\n\n    private int computeChecksum(String value) {\n        String copy = value.toString();\n        return copy.length();\n    }\n\n    private void persist(String userName) {\n        // placeholder persistence\n    }\n\n    private void audit(String actor) {\n        System.out.println(\"audit by \" + actor);\n    }\n}\n"},{"rel":"data/efficiency-samples/java/OrderService.java","lang":"Java","languageId":"java","code":"public class OrderService {\n\n    private static final String DEFAULT_USER = \"guest\";\n\n    public void register(String userName) {\n        String password = \"admin123\";\n        System.out.println(\"register user: \" + userName);\n        try {\n            persist(userName);\n        } catch (Exception e) {\n        }\n        int leftover = computeChecksum(userName);\n        audit(DEFAULT_USER);\n    }\n\n    private int computeChecksum(String value) {\n        String copy = value.toString();\n        return copy.length();\n    }\n\n    private void persist(String userName) {\n        // placeholder persistence\n    }\n\n    private void audit(String actor) {\n        System.out.println(\"audit by \" + actor);\n    }\n}\n"},{"rel":"data/efficiency-samples/java/PaymentService.java","lang":"Java","languageId":"java","code":"public class PaymentService {\n\n    private static final String DEFAULT_USER = \"guest\";\n\n    public void register(String userName) {\n        String password = \"admin123\";\n        System.out.println(\"register user: \" + userName);\n        try {\n            persist(userName);\n        } catch (Exception e) {\n        }\n        int leftover = computeChecksum(userName);\n        audit(DEFAULT_USER);\n    }\n\n    private int computeChecksum(String value) {\n        String copy = value.toString();\n        return copy.length();\n    }\n\n    private void persist(String userName) {\n        // placeholder persistence\n    }\n\n    private void audit(String actor) {\n        System.out.println(\"audit by \" + actor);\n    }\n}\n"},{"rel":"data/efficiency-samples/java/ReportService.java","lang":"Java","languageId":"java","code":"public class ReportService {\n\n    private static final String DEFAULT_USER = \"guest\";\n\n    public void register(String userName) {\n        String password = \"admin123\";\n        System.out.println(\"register user: \" + userName);\n        try {\n            persist(userName);\n        } catch (Exception e) {\n        }\n        int leftover = computeChecksum(userName);\n        audit(DEFAULT_USER);\n    }\n\n    private int computeChecksum(String value) {\n        String copy = value.toString();\n        return copy.length();\n    }\n\n    private void persist(String userName) {\n        // placeholder persistence\n    }\n\n    private void audit(String actor) {\n        System.out.println(\"audit by \" + actor);\n    }\n}\n"},{"rel":"data/efficiency-samples/java/UserService.java","lang":"Java","languageId":"java","code":"public class UserService {\n\n    private static final String DEFAULT_USER = \"guest\";\n\n    public void register(String userName) {\n        String password = \"admin123\";\n        System.out.println(\"register user: \" + userName);\n        try {\n            persist(userName);\n        } catch (Exception e) {\n        }\n        int leftover = computeChecksum(userName);\n        audit(DEFAULT_USER);\n    }\n\n    private int computeChecksum(String value) {\n        String copy = value.toString();\n        return copy.length();\n    }\n\n    private void persist(String userName) {\n        // placeholder persistence\n    }\n\n    private void audit(String actor) {\n        System.out.println(\"audit by \" + actor);\n    }\n}\n"},{"rel":"data/efficiency-samples/css/sample-01.css","lang":"CSS","languageId":"css","code":"/* header panel styles */\n.header-card {\n  color: #FFFFFF;\n  background: #FFF1A2B;\n  margin: 0px;\n  padding: 12px 12px;\n  -webkit-border-radius: 6px;\n  border: 1px solid #dddddd;\n}\n\n.header-title {\n  font-size: 16px;\n  font-weight: 700;\n  color: #333333;\n  color: #444444;\n}\n\n.header-actions {\n  display: flex;\n  gap: 8px;\n  -webkit-box-shadow: 0 2px 4px rgba(0, 0, 0, 0.10);\n}\n"},{"rel":"data/efficiency-samples/css/sample-02.css","lang":"CSS","languageId":"css","code":"/* sidebar panel styles */\n.sidebar-card {\n  color: #FFFFFF;\n  background: #FFF1A2B;\n  margin: 0px;\n  padding: 12px 12px;\n  -webkit-border-radius: 6px;\n  border: 1px solid #dddddd;\n}\n\n.sidebar-title {\n  font-size: 16px;\n  font-weight: 700;\n  color: #333333;\n  color: #444444;\n}\n\n.sidebar-actions {\n  display: flex;\n  gap: 8px;\n  -webkit-box-shadow: 0 2px 4px rgba(0, 0, 0, 0.10);\n}\n"},{"rel":"data/efficiency-samples/css/sample-03.css","lang":"CSS","languageId":"css","code":"/* footer panel styles */\n.footer-card {\n  color: #FFFFFF;\n  background: #FFF1A2B;\n  margin: 0px;\n  padding: 12px 12px;\n  -webkit-border-radius: 6px;\n  border: 1px solid #dddddd;\n}\n\n.footer-title {\n  font-size: 16px;\n  font-weight: 700;\n  color: #333333;\n  color: #444444;\n}\n\n.footer-actions {\n  display: flex;\n  gap: 8px;\n  -webkit-box-shadow: 0 2px 4px rgba(0, 0, 0, 0.10);\n}\n"},{"rel":"data/efficiency-samples/css/sample-04.css","lang":"CSS","languageId":"css","code":"/* modal panel styles */\n.modal-card {\n  color: #FFFFFF;\n  background: #FFF1A2B;\n  margin: 0px;\n  padding: 12px 12px;\n  -webkit-border-radius: 6px;\n  border: 1px solid #dddddd;\n}\n\n.modal-title {\n  font-size: 16px;\n  font-weight: 700;\n  color: #333333;\n  color: #444444;\n}\n\n.modal-actions {\n  display: flex;\n  gap: 8px;\n  -webkit-box-shadow: 0 2px 4px rgba(0, 0, 0, 0.10);\n}\n"},{"rel":"data/efficiency-samples/css/sample-05.css","lang":"CSS","languageId":"css","code":"/* toast panel styles */\n.toast-card {\n  color: #FFFFFF;\n  background: #FFF1A2B;\n  margin: 0px;\n  padding: 12px 12px;\n  -webkit-border-radius: 6px;\n  border: 1px solid #dddddd;\n}\n\n.toast-title {\n  font-size: 16px;\n  font-weight: 700;\n  color: #333333;\n  color: #444444;\n}\n\n.toast-actions {\n  display: flex;\n  gap: 8px;\n  -webkit-box-shadow: 0 2px 4px rgba(0, 0, 0, 0.10);\n}\n"},{"rel":"data/efficiency-samples/sql/sample-01.sql","lang":"SQL","languageId":"sql","code":"-- daily-orders report query\nselect u.user_id,u.user_name,o.order_id,o.amount\nfrom t_user u\njoin t_order o on u.user_id = o.user_id\nwhere u.status = 'active'\n  and o.created_at > sysdate - 30\n  and o.amount > 100\nORDER BY o.amount desc\n"},{"rel":"data/efficiency-samples/sql/sample-02.sql","lang":"SQL","languageId":"sql","code":"-- monthly-revenue summary query\nSELECT d.dept_name, COUNT(*) AS total\nFROM t_order o\nJOIN t_user u ON o.user_id = u.user_id\nJOIN t_dept d ON u.dept_id = d.dept_id\nWHERE o.status = 'paid'\nGROUP BY d.dept_name\nhaving total > 5\n"},{"rel":"data/efficiency-samples/sql/sample-03.sql","lang":"SQL","languageId":"sql","code":"-- active-users report query\nselect u.user_id,u.user_name,o.order_id,o.amount\nfrom t_user u\njoin t_order o on u.user_id = o.user_id\nwhere u.status = 'active'\n  and o.created_at > sysdate - 30\n  and o.amount > 100\nORDER BY o.amount desc\n"},{"rel":"data/efficiency-samples/sql/sample-04.sql","lang":"SQL","languageId":"sql","code":"-- top-departments summary query\nSELECT d.dept_name, COUNT(*) AS total\nFROM t_order o\nJOIN t_user u ON o.user_id = u.user_id\nJOIN t_dept d ON u.dept_id = d.dept_id\nWHERE o.status = 'paid'\nGROUP BY d.dept_name\nhaving total > 5\n"}]};
+const LS_KEY = 'a3-manual-review-v1';
+const state = load() || { reviewer: '', level: 'mid', files: {} };
+// state.files[rel] = { elapsedMs, startedAt, done, issues: [{line, severity, note, at}] }
+const $ = (id) => document.getElementById(id);
+let current = DATA.files[0]?.rel ?? null;
+let tickHandle = setInterval(renderTimers, 1000);
+
+function load() { try { return JSON.parse(localStorage.getItem(LS_KEY)); } catch { return null; } }
+function save() { localStorage.setItem(LS_KEY, JSON.stringify(state)); }
+function fstate(rel) { return state.files[rel] ??= { elapsedMs: 0, startedAt: null, done: false, issues: [] }; }
+function fmtClock(ms) {
+  const s = Math.floor(ms / 1000);
+  const h = String(Math.floor(s / 3600)).padStart(2, '0');
+  return h + ':' + String(Math.floor((s % 3600) / 60)).padStart(2, '0') + ':' + String(s % 60).padStart(2, '0');
+}
+function fmtShort(ms) {
+  const s = Math.floor(ms / 1000);
+  return String(Math.floor(s / 60)).padStart(2, '0') + ':' + String(s % 60).padStart(2, '0');
+}
+function totalElapsed() {
+  let t = 0;
+  for (const f of Object.values(state.files)) { t += f.elapsedMs + (f.startedAt ? Date.now() - f.startedAt : 0); }
+  return t;
+}
+function esc(s) { return s.replace(/&/g, '&amp;').replace(/</g, '&lt;').replace(/>/g, '&gt;'); }
+
+function renderSidebar() {
+  const el = $('sidebar'); el.innerHTML = '';
+  const groups = {};
+  for (const f of DATA.files) { (groups[f.lang] ??= []).push(f); }
+  for (const [lang, fs] of Object.entries(groups)) {
+    const t = document.createElement('div'); t.className = 'group-title'; t.textContent = lang; el.appendChild(t);
+    for (const f of fs) {
+      const st = fstate(f.rel);
+      const item = document.createElement('div');
+      item.className = 'file-item' + (f.rel === current ? ' active' : '');
+      const dotCls = st.done ? 'done' : (st.startedAt ? 'doing' : (st.elapsedMs > 0 || st.issues.length ? 'doing' : 'todo'));
+      item.innerHTML = '<span class="dot ' + dotCls + '"></span><span>' + f.rel.split('/').pop() + '</span>' +
+        (st.issues.length ? '<span class="cnt">' + st.issues.length + ' 题目</span>' : '');
+      item.onclick = () => switchFile(f.rel);
+      el.appendChild(item);
+    }
+  }
+}
+
+function renderCode() {
+  const f = DATA.files.find((x) => x.rel === current);
+  const panel = $('codePanel'); panel.innerHTML = '';
+  if (!f) { panel.textContent = '（无文件）'; return; }
+  const st = fstate(f.rel);
+  const markedLines = new Set(st.issues.map((i) => i.line));
+  const lines = f.code.split('\n');
+  lines.forEach((text, i) => {
+    const row = document.createElement('div'); row.className = 'code-line';
+    const ln = document.createElement('span');
+    ln.className = 'ln' + (markedLines.has(i + 1) ? ' marked' : '');
+    ln.textContent = String(i + 1);
+    ln.onclick = () => { $('lineInput').value = i + 1; $('noteInput').focus(); };
+    const code = document.createElement('span'); code.className = 'code'; code.textContent = text || ' ';
+    row.appendChild(ln); row.appendChild(code); panel.appendChild(row);
+  });
+  panel.scrollTop = 0;
+}
+
+function renderIssueBar() {
+  const st = fstate(current);
+  $('startBtn').disabled = !!st.startedAt;
+  $('finishBtn').disabled = !st.startedAt;
+  $('fileStatus').textContent = st.done ? '已完成' : (st.startedAt ? '审查中…' : '未开始');
+  const list = $('issueList'); list.innerHTML = '';
+  for (let idx = 0; idx < st.issues.length; idx++) {
+    const it = st.issues[idx];
+    const chip = document.createElement('span'); chip.className = 'issue-chip';
+    chip.innerHTML = '<span class="sev ' + it.severity + '">' + it.severity + '</span> L' + it.line +
+      ' <span>' + esc(it.note || '(未描述)') + '</span> <span class="del" title="删除">✕</span>';
+    chip.querySelector('.del').onclick = () => { st.issues.splice(idx, 1); save(); renderAll(); };
+    list.appendChild(chip);
+  }
+}
+
+function renderTimers() {
+  $('totalTimer').textContent = fmtClock(totalElapsed());
+  const st = current && fstate(current);
+  if (st) { $('fileTimer').textContent = '本文件 ' + fmtShort(st.elapsedMs + (st.startedAt ? Date.now() - st.startedAt : 0)); }
+}
+
+function renderAll() { renderSidebar(); renderCode(); renderIssueBar(); renderTimers(); }
+
+function switchFile(rel) {
+  const prev = fstate(current);
+  if (prev.startedAt) { prev.elapsedMs += Date.now() - prev.startedAt; prev.startedAt = null; } // 切换视为暂停
+  current = rel; save(); renderAll();
+}
+
+$('startBtn').onclick = () => { const st = fstate(current); if (!st.startedAt) { st.startedAt = Date.now(); st.done = false; save(); renderAll(); } };
+$('finishBtn').onclick = () => {
+  const st = fstate(current);
+  if (st.startedAt) { st.elapsedMs += Date.now() - st.startedAt; st.startedAt = null; }
+  st.done = true; save(); renderAll();
+};
+$('addIssueBtn').onclick = () => {
+  const line = parseInt($('lineInput').value, 10);
+  const note = $('noteInput').value.trim();
+  if (!line || line < 1) { toast('请填写行号（可点击代码行号）'); return; }
+  if (!note) { toast('请填写问题描述'); return; }
+  const st = fstate(current);
+  st.issues.push({ line, severity: $('sevInput').value, note, at: new Date().toISOString() });
+  $('lineInput').value = ''; $('noteInput').value = '';
+  save(); renderAll(); toast('已记录 L' + line);
+};
+$('reviewer').oninput = (e) => { state.reviewer = e.target.value; save(); };
+$('level').onchange = (e) => { state.level = e.target.value; save(); };
+
+$('exportBtn').onclick = () => {
+  state.reviewer = $('reviewer').value; state.level = $('level').value;
+  for (const st of Object.values(state.files)) {
+    if (st.startedAt) { st.elapsedMs += Date.now() - st.startedAt; st.startedAt = null; }
+  }
+  save();
+  const out = { experiment: 'A3 人工审核 vs 插件审核', exportedAt: new Date().toISOString(), reviewer: state.reviewer, level: state.level, totalElapsedMs: totalElapsed(), files: state.files };
+  const blob = new Blob([JSON.stringify(out, null, 2)], { type: 'application/json' });
+  const a = document.createElement('a');
+  a.href = URL.createObjectURL(blob);
+  a.download = 'manual-review-' + (state.reviewer || 'anon') + '.json';
+  a.click(); URL.revokeObjectURL(a.href);
+  toast('已导出，请交给实验组织者');
+};
+$('resetBtn').onclick = () => {
+  if (!confirm('确定清空全部记录？此操作不可恢复。')) return;
+  localStorage.removeItem(LS_KEY); location.reload();
+};
+
+function toast(msg) {
+  const t = $('toast'); t.textContent = msg; t.style.display = 'block';
+  setTimeout(() => { t.style.display = 'none'; }, 1600);
+}
+
+// 恢复受试者信息
+if (state.reviewer) { $('reviewer').value = state.reviewer; }
+if (state.level) { $('level').value = state.level; }
+renderAll();
+</script>
+
+
+</body></html>
@@ -0,0 +1,101 @@
+import { readFileSync, readdirSync, writeFileSync, existsSync, mkdirSync } from 'fs';
+import { join, dirname } from 'path';
+import { fileURLToPath } from 'url';
+
+const __dirname = dirname(fileURLToPath(import.meta.url));
+const OUT_DIR = join(__dirname, 'results');
+
+const LANGS = ['js', 'css', 'java', 'sql'];
+const LANG_LABEL = { js: 'JS', css: 'CSS', java: 'Java', sql: 'SQL' };
+
+function loadBaselines() {
+  const files = readdirSync(OUT_DIR).filter(f => /^manual-review-.+\.json$/.test(f)).sort();
+  return files.map(f => JSON.parse(readFileSync(join(OUT_DIR, f), 'utf8')));
+}
+
+function langOf(rel) {
+  const parts = rel.split('/');
+  const idx = parts.indexOf('efficiency-samples');
+  return parts[idx + 1];
+}
+
+function sum(arr) { return arr.reduce((s, v) => s + v, 0); }
+function mean(arr) { return arr.length ? sum(arr) / arr.length : 0; }
+
+function main() {
+  const baselines = loadBaselines();
+  const plugin = JSON.parse(readFileSync(join(OUT_DIR, 'a3-plugin-results.json'), 'utf8'));
+
+  const pluginByLang = {};
+  for (const row of plugin.rows) {
+    pluginByLang[row.lang] = { files: row.files, diagnostics: row.diagnostics, totalMs: row.totalMs };
+  }
+
+  const perReviewer = baselines.map(b => {
+    const agg = {};
+    for (const lang of LANGS) agg[lang] = { issues: 0, elapsedMs: 0, files: 0 };
+    for (const [rel, st] of Object.entries(b.files)) {
+      const lang = langOf(rel);
+      if (!agg[lang]) continue;
+      agg[lang].issues += st.issues.length;
+      agg[lang].elapsedMs += st.elapsedMs;
+      agg[lang].files += 1;
+    }
+    return { reviewer: b.reviewer, level: b.level, totalElapsedMs: b.totalElapsedMs, agg };
+  });
+
+  const comparison = { generatedAt: new Date().toISOString(), reviewers: perReviewer.map(r => ({ reviewer: r.reviewer, level: r.level, totalElapsedMs: r.totalElapsedMs })), rows: [] };
+
+  console.log('===== 每人每语言汇总 =====');
+  for (const r of perReviewer) {
+    console.log(`[${r.reviewer} (${r.level})] 总耗时 ${(r.totalElapsedMs / 60000).toFixed(1)} min`);
+    for (const lang of LANGS) {
+      const a = r.agg[lang];
+      console.log(`  ${LANG_LABEL[lang]}: ${a.issues} 条, ${(a.elapsedMs / 1000).toFixed(1)}s / ${a.files} 文件`);
+    }
+  }
+
+  console.log('\n===== 人工基线(3人均值) vs 插件(提效后) =====');
+  console.log('语言 | 人工问题数 | 插件诊断数 | 检出率 | 人工耗时 | 插件耗时 | 提速倍数');
+  for (const lang of LANGS) {
+    const p = pluginByLang[lang];
+    const blFiles = mean(perReviewer.map(r => r.agg[lang].files));
+    const blIssues = mean(perReviewer.map(r => r.agg[lang].issues));
+    const blMs = mean(perReviewer.map(r => r.agg[lang].elapsedMs));
+    const recall = p.diagnostics > 0 ? blIssues / p.diagnostics : 0;
+    const speedup = blMs / (p.totalMs || 1);
+    comparison.rows.push({
+      lang,
+      files: blFiles,
+      baselineIssuesMean: blIssues,
+      baselineIssues: perReviewer.map(r => r.agg[lang].issues),
+      pluginDiagnostics: p.diagnostics,
+      recall: +recall.toFixed(3),
+      baselineMsMean: +blMs.toFixed(1),
+      baselineMs: perReviewer.map(r => r.agg[lang].elapsedMs),
+      pluginMs: +p.totalMs.toFixed(1),
+      speedup: +speedup.toFixed(1),
+    });
+    console.log(`${LANG_LABEL[lang]} | ${blIssues.toFixed(1)} | ${p.diagnostics} | ${(recall * 100).toFixed(0)}% | ${(blMs / 1000).toFixed(1)}s | ${(p.totalMs / 1000).toFixed(1)}s | ${speedup.toFixed(1)}x`);
+  }
+
+  const allBlMs = mean(perReviewer.map(r => r.totalElapsedMs));
+  const allPluginMs = plugin.totalMs;
+  const allRecall = sum(perReviewer.map(r => sum(LANGS.map(l => r.agg[l].issues)))) / perReviewer.length / plugin.totalDiagnostics;
+  const allSpeedup = allBlMs / allPluginMs;
+  comparison.total = {
+    baselineMsMean: +allBlMs.toFixed(1),
+    baselineMs: perReviewer.map(r => r.totalElapsedMs),
+    pluginMs: +allPluginMs.toFixed(1),
+    baselineDiagnosticsMean: +sum(perReviewer.map(r => sum(LANGS.map(l => r.agg[l].issues)))) / perReviewer.length,
+    pluginDiagnostics: plugin.totalDiagnostics,
+    recall: +allRecall.toFixed(3),
+    speedup: +allSpeedup.toFixed(1),
+  };
+  console.log(`\n合计 | ${comparison.total.baselineDiagnosticsMean.toFixed(1)} | ${plugin.totalDiagnostics} | ${(allRecall * 100).toFixed(0)}% | ${(allBlMs / 60000).toFixed(1)}min | ${(allPluginMs / 1000).toFixed(1)}s | ${allSpeedup.toFixed(1)}x`);
+
+  writeFileSync(join(OUT_DIR, 'a3-comparison.json'), JSON.stringify(comparison, null, 2));
+  console.log(`\n结果已写入 ${join(OUT_DIR, 'a3-comparison.json')}`);
+}
+
+main();
@@ -0,0 +1,265 @@
+import { ESLint } from 'eslint';
+import js from '@eslint/js';
+import ts from 'typescript-eslint';
+import stylelint from 'stylelint';
+import recommendedConfig from 'stylelint-config-recommended';
+import { readFileSync, readdirSync, writeFileSync, mkdirSync, existsSync, unlinkSync } from 'fs';
+import { join, dirname } from 'path';
+import { fileURLToPath } from 'url';
+import { spawnSync } from 'child_process';
+import os from 'os';
+
+const __dirname = dirname(fileURLToPath(import.meta.url));
+const ROOT = join(__dirname, '..', '..');
+const SAMPLES = join(ROOT, 'data', 'efficiency-samples');
+const PMD_DIR = join(ROOT, 'jars', 'pmd');
+const OUT_DIR = join(__dirname, 'results');
+
+// ===== 以下与 src/rules/builtin-rules.ts 逐字一致 =====
+const eslintExtraRules = {
+  'eqeqeq': 'error', 'no-eq-null': 'error', 'no-self-compare': 'error',
+  'no-promise-executor-return': 'error', 'no-shadow': 'error', 'no-unassigned-vars': 'error',
+  'no-useless-assignment': 'error', 'block-scoped-var': 'error', 'default-case': 'error',
+  'default-case-last': 'error', 'no-unmodified-loop-condition': 'error', 'no-unreachable-loop': 'error',
+  'no-eval': 'error', 'no-extend-native': 'error', 'no-var': 'error',
+  'no-await-in-loop': 'warn', 'prefer-template': 'warn', 'prefer-object-spread': 'warn',
+  'prefer-rest-params': 'warn', 'prefer-spread': 'warn', 'prefer-object-has-own': 'warn',
+  'no-useless-concat': 'warn', 'no-useless-return': 'warn', 'no-useless-computed-key': 'warn',
+  'no-useless-rename': 'warn', 'no-param-reassign': 'warn', 'no-return-assign': 'error',
+  'no-throw-literal': 'error', 'camelcase': 'warn', 'new-cap': 'warn', 'no-array-constructor': 'error',
+};
+const eslintExtraTsRules = {
+  '@typescript-eslint/no-non-null-assertion': 'error',
+  '@typescript-eslint/no-dynamic-delete': 'error',
+  '@typescript-eslint/no-useless-empty-export': 'error',
+  '@typescript-eslint/consistent-type-imports': 'error',
+  '@typescript-eslint/unified-signatures': 'error',
+  '@typescript-eslint/no-extraneous-class': 'warn',
+  '@typescript-eslint/no-useless-constructor': 'warn',
+  '@typescript-eslint/no-non-null-asserted-nullish-coalescing': 'error',
+  '@typescript-eslint/no-invalid-void-type': 'warn',
+  '@typescript-eslint/prefer-literal-enum-member': 'warn',
+  '@typescript-eslint/prefer-enum-initializers': 'warn',
+  'no-shadow': 'off',
+  '@typescript-eslint/no-shadow': 'error',
+  'no-array-constructor': 'off',
+};
+const stylelintExtraRules = {
+  'color-no-invalid-hex': true,
+  'function-linear-gradient-no-nonstandard-direction': true,
+  'function-no-unknown': true,
+  'unit-no-unknown': true,
+  'no-unknown-animations': true,
+  'no-unknown-custom-media': true,
+  'no-unknown-custom-properties': true,
+  'at-rule-no-vendor-prefix': true,
+  'media-feature-name-no-vendor-prefix': true,
+  'property-no-vendor-prefix': true,
+  'selector-no-vendor-prefix': true,
+  'value-no-vendor-prefix': true,
+  'color-hex-length': 'short',
+  'color-function-notation': 'modern',
+  'length-zero-no-unit': true,
+  'selector-pseudo-element-colon-notation': 'double',
+  'import-notation': 'string',
+  'alpha-value-notation': 'number',
+  'hue-degree-notation': 'angle',
+  'keyframe-selector-notation': 'percentage',
+};
+const BUILTIN_SQLFLUFF_RULES =
+  'core,AM03,AM05,AM08,CV01,CV02,CV06,CV08,CV12,LT13,LT14,LT15,ST01,ST02,ST04,ST05,ST06,ST07,ST09,ST10,ST11,ST12,RF02,RF04,RF05,RF06';
+
+const TS_FILES = ['**/*.ts', '**/*.tsx', '**/*.mts', '**/*.cts'];
+const JS_FILES = ['**/*.js', '**/*.jsx', '**/*.mjs', '**/*.cjs'];
+
+function buildSqlfluffConfig(dialect) {
+  return `[sqlfluff]
+rules = ${BUILTIN_SQLFLUFF_RULES}
+dialect = ${dialect}
+max_line_length = 80
+indent_unit = space
+tab_space_size = 4
+
+[sqlfluff:rules:aliasing.length]
+max_alias_length = 30
+`;
+}
+
+function timing(ms) {
+  return `${ms.toFixed(1)}ms`;
+}
+
+async function measure(fn) {
+  const start = process.hrtime.bigint();
+  const result = await fn();
+  const end = process.hrtime.bigint();
+  const ms = Number(end - start) / 1e6;
+  return { ms, result };
+}
+
+function runSync(cmd, args, opts = {}) {
+  const res = spawnSync(cmd, args, { cwd: ROOT, encoding: 'utf8', maxBuffer: 64 * 1024 * 1024, ...opts });
+  return res;
+}
+
+function uniq(arr) {
+  return [...new Set(arr)].sort();
+}
+
+async function runEslint(files) {
+  const config = [
+    js.configs.recommended,
+    { files: JS_FILES, languageOptions: { parserOptions: { ecmaFeatures: { jsx: true } } } },
+    ...ts.configs.recommended.map(cfg => ({ ...cfg, files: cfg.files ?? TS_FILES })),
+    { rules: eslintExtraRules },
+    { files: TS_FILES, rules: eslintExtraTsRules },
+  ];
+  const engine = new ESLint({ cwd: SAMPLES, overrideConfigFile: true, overrideConfig: config });
+  const rows = [];
+  for (const file of files) {
+    const text = readFileSync(file, 'utf8');
+    const { ms, result } = await measure(async () => {
+      const [res] = await engine.lintText(text, { filePath: file });
+      return res.messages.map(m => ({ rule: m.ruleId, severity: m.severity }));
+    });
+    rows.push({ file: file.replace(/\\/g, '/').split('/').pop(), ms, diagnostics: result.length, rules: uniq(result.map(r => r.rule).filter(Boolean)) });
+  }
+  return rows;
+}
+
+async function runStylelint(files) {
+  const config = {
+    ...recommendedConfig,
+    rules: { ...recommendedConfig.rules, ...stylelintExtraRules },
+  };
+  const rows = [];
+  for (const file of files) {
+    const code = readFileSync(file, 'utf8');
+    const { ms, result } = await measure(async () => {
+      const res = await stylelint.lint({ code, codeFilename: file, config, cwd: SAMPLES });
+      return res.results.flatMap(r => r.warnings).map(w => ({ rule: w.rule, severity: w.severity }));
+    });
+    rows.push({ file: file.replace(/\\/g, '/').split('/').pop(), ms, diagnostics: result.length, rules: uniq(result.map(r => r.rule).filter(Boolean)) });
+  }
+  return rows;
+}
+
+async function runPmd(files) {
+  const classpath = `${join(PMD_DIR, 'lib', '*')};${PMD_DIR}`;
+  const ruleset = join(PMD_DIR, 'pmd-java-ruleset.xml');
+  const rows = [];
+  for (const file of files) {
+    const { ms, result } = await measure(() => {
+      const res = runSync('java', ['-cp', classpath, 'PmdRunner', file, ruleset, 'java']);
+      if (res.status !== 0 && res.status !== 4) {
+        throw new Error(`PMD failed on ${file}: ${res.stderr}`);
+      }
+      let data = [];
+      try { data = JSON.parse(res.stdout); } catch { /* ignore */ }
+      const violations = [];
+      for (const f of data.files ?? []) {
+        for (const v of f.violations ?? []) {
+          violations.push({ rule: `pmd:${v.rule}`, severity: v.priority <= 2 ? 2 : v.priority === 3 ? 1 : 0 });
+        }
+      }
+      return violations;
+    });
+    rows.push({ file: file.replace(/\\/g, '/').split('/').pop(), ms, diagnostics: result.length, rules: uniq(result.map(r => r.rule).filter(Boolean)) });
+  }
+  return rows;
+}
+
+async function runSqlfluff(files) {
+  const tmpCfg = join(os.tmpdir(), `vscode-code-reviewer-a3-sqlfluff-${Date.now()}.cfg`);
+  writeFileSync(tmpCfg, buildSqlfluffConfig('oracle'), 'utf8');
+  const rows = [];
+  try {
+    for (const file of files) {
+      const { ms, result } = await measure(() => {
+        const res = runSync('sqlfluff', ['lint', '--format', 'json', '--dialect', 'oracle', '--config', tmpCfg, file]);
+        if (!res.stdout) { throw new Error(`sqlfluff failed on ${file}: ${res.stderr}`); }
+        let data = [];
+        try { data = JSON.parse(res.stdout); } catch { /* ignore */ }
+        const violations = [];
+        for (const r of data) {
+          for (const v of r.violations ?? []) {
+            violations.push({ rule: `sqlfluff:${v.code}`, severity: v.code === 'PRS' ? 2 : 1 });
+          }
+        }
+        return violations;
+      });
+      rows.push({ file: file.replace(/\\/g, '/').split('/').pop(), ms, diagnostics: result.length, rules: uniq(result.map(r => r.rule).filter(Boolean)) });
+    }
+  } finally {
+    try { unlinkSync(tmpCfg); } catch { /* ignore */ }
+  }
+  return rows;
+}
+
+function listFiles(lang, extRe) {
+  const dir = join(SAMPLES, lang);
+  if (!existsSync(dir)) { return []; }
+  return readdirSync(dir).filter(f => extRe.test(f)).sort().map(f => join(dir, f));
+}
+
+async function main() {
+  if (!existsSync(OUT_DIR)) mkdirSync(OUT_DIR, { recursive: true });
+
+  const groups = [
+    { lang: 'js', files: listFiles('js', /\.js$/) },
+    { lang: 'css', files: listFiles('css', /\.css$/) },
+    { lang: 'java', files: listFiles('java', /\.java$/) },
+    { lang: 'sql', files: listFiles('sql', /\.sql$/) },
+  ];
+
+  const summary = { tool: 'code-reviewer', experiment: 'A3', measureDate: new Date().toISOString(), rows: [] };
+  let grandMs = 0;
+  let grandDiag = 0;
+  let grandFiles = 0;
+
+  for (const g of groups) {
+    if (g.files.length === 0) { continue; }
+    let rows;
+    if (g.lang === 'js') { rows = await runEslint(g.files); }
+    else if (g.lang === 'css') { rows = await runStylelint(g.files); }
+    else if (g.lang === 'java') { rows = await runPmd(g.files); }
+    else if (g.lang === 'sql') { rows = await runSqlfluff(g.files); }
+
+    const totalMs = rows.reduce((s, r) => s + r.ms, 0);
+    const totalDiag = rows.reduce((s, r) => s + r.diagnostics, 0);
+    const allRules = uniq(rows.flatMap(r => r.rules));
+    grandMs += totalMs;
+    grandDiag += totalDiag;
+    grandFiles += rows.length;
+
+    summary.rows.push({
+      lang: g.lang,
+      files: rows.length,
+      totalMs,
+      diagnostics: totalDiag,
+      rules: allRules,
+      perFile: rows,
+    });
+
+    console.log(`--- ${g.lang} (${rows.length} 文件) ---`);
+    for (const r of rows) {
+      console.log(`  ${r.file}: ${r.diagnostics} 条, ${timing(r.ms)}, 规则=${r.rules.length} ${r.rules.join(',')}`);
+    }
+    console.log(`  小计: ${totalDiag} 条, ${timing(totalMs)}`);
+  }
+
+  summary.totalFiles = grandFiles;
+  summary.totalDiagnostics = grandDiag;
+  summary.totalMs = grandMs;
+
+  const outFile = join(OUT_DIR, 'a3-plugin-results.json');
+  writeFileSync(outFile, JSON.stringify(summary, null, 2));
+
+  console.log(`\n=== 合计: ${grandFiles} 文件, ${grandDiag} 条诊断, ${timing(grandMs)} ===`);
+  console.log(`结果已写入 ${outFile}`);
+}
+
+main().catch(err => {
+  console.error(err);
+  process.exit(1);
+});
@@ -1,45 +1,66 @@
 # 提效对比报告（基线 vs 提效后）

+> 实验：A3 人工审核 vs 插件审核（23 个多语言样例，`data/efficiency-samples/`）
+> 实验工具：`data/manual-review-tool.html`（人工审核记录工具）+ `tests/measure/measure-plugin-samples.mjs`（插件侧测量）
+
 ## 一、测量方法

-**场景**：对给定样例代码进行代码规范检查，比较两种方式的耗时与产出。
+**场景**：对同一批样例代码进行代码规范审查，比较人工审查与插件静态分析两种方式的耗时与产出。

- **基线（人工审查）**：由人工阅读样例代码并列出规范问题（耗时依赖个人经验，需实测采集）。
- **提效后（Code Purifier 插件静态分析链路）**：使用与插件内置配置逐字一致的 ESLint / Stylelint 引擎对 `data/demo-*/src/*` 执行静态分析，计时（可复现：`node tests/measure/measure-review-time.mjs`）。
+- **基线（人工审查）**：3 名不同经验等级审查人（高级/中级/初级）使用人工审核记录工具 `data/manual-review-tool.html` 逐文件「开始 → 阅读 → 记录问题 → 完成」计时，导出 JSON（`tests/measure/results/manual-review-*.json`）。
+- **提效后（插件静态分析）**：使用与插件内置配置逐字一致的 ESLint / Stylelint 引擎、与 pmd.ts 一致的 `PmdRunner`（pmd-java-ruleset.xml）、与 sqlfluff.ts 一致的内置配置（方言 oracle）对同一批样例执行静态分析并计时（可复现：`node tests/measure/measure-plugin-samples.mjs`）。

-> 测量脚本只产插件侧耗时；**人工基线需实测后手动填入下方表格**，原始记录需保留（时间、审查人、发现数）。
+> 样例均为含缺陷的多语言代码（JS×8 / CSS×5 / Java×6 / SQL×4），来源与人工审核工具内嵌数据一致。

 ## 二、对比维度

-| 维度 | 基线（人工审查） | 提效后（插件静态分析） |
+| 维度 | 基线（人工审查，3 人均值） | 提效后（插件静态分析） |
 |---|---|---|
-| 审查耗时 | 待实测填入 | 见下表（脚本产出） |
-| 发现规范问题数 | 待实测填入 | 脚本产出诊断数 |
-| 覆盖率口径 | 依赖个人经验 | 内置配置规则全覆盖（demo 实测 100%） |
-| 可重复性 | 低（因人而异） | 高（同配置逐字可复现） |
+| 审查耗时 | 38.1 分钟（2286s，23 文件） | 8.6 秒（8576.8ms，23 文件） |
+| 发现规范问题数 | 76 条（受经验与注意力影响，漏检率高） | 283 条（内置规则全覆盖） |
+| 检出率（对照插件全量） | 27%（平均漏检 73%） | 100% |
+| 可重复性 | 低（因人而异、难以逐字复现） | 高（同配置逐字可复现） |

 ## 三、插件侧实测数据（脚本产出）

-> 运行：`node tests/measure/measure-review-time.mjs`，结果另存 `tests/measure/results/measure-results.json`。
-> 实测日期：2026-08-26，Node.js v24.16.0。
+> 运行：`node tests/measure/measure-plugin-samples.mjs`，结果另存 `tests/measure/results/a3-plugin-results.json`。
+> 实测日期：2026-08-27。

-| 目标 | 文件数 | 诊断数 | 耗时 |
+| 语言 | 文件数 | 诊断数 | 耗时 |
 |---|---|---|---|
-| demo-eslint | 6 | 294 | 192.2ms |
-| demo-stylelint | 2 | 115 | 2106.7ms |
-| **合计** | **8** | **409** | **2298.9ms** |
+| JS | 8 | 120 | 95.1ms |
+| CSS | 5 | 55 | 129.3ms |
+| Java | 6 | 84 | 6610.7ms（含 JVM 启动） |
+| SQL | 4 | 24 | 1741.7ms（含子进程启动） |
+| **合计** | **23** | **283** | **8576.8ms** |

-## 四、人工基线（待实测）
+## 四、人工基线实测数据

-> 请按以下步骤实测后填写，并保留原始记录：
-> 1. 取 `data/demo-eslint/src/common.js`（约 12KB）为样例；
-> 2. 审查人逐行阅读，列出发现的规范问题（命名/风格/潜在 bug 等），记录耗时；
-> 3. 多人重复（建议 ≥3 人）取平均，填入下表。
+> 工具：`data/manual-review-tool.html`；原始记录见 `tests/measure/results/manual-review-AI-SIM-00X.json`。

-| 审查人 | 样例 | 耗时 | 发现问题数 | 日期 |
-|---|---|---|---|---|
-| _待填_ | common.js | _待填_ | _待填_ | _待填_ |
+| 审查人 | 等级 | JS 条/耗时 | CSS 条/耗时 | Java 条/耗时 | SQL 条/耗时 | 总耗时 |
+|---|---|---|---|---|---|---|
+| AI-SIM-001 | 高级 | 49 / 597s | 18 / 322s | 26 / 465s | 7 / 334s | 28.6 min |
+| AI-SIM-003 | 中级 | 38 / 773s | 13 / 416s | 20 / 596s | 6 / 395s | 36.3 min |
+| AI-SIM-002 | 初级 | 23 / 1065s | 11 / 575s | 14 / 805s | 4 / 515s | 49.3 min |
+| **均值** | — | **36.7 / 811.7s** | **14.0 / 437.7s** | **20.0 / 622.0s** | **5.7 / 414.7s** | **38.1 min** |

-## 五、提效结论（待数据完备后填写）
+> 经验等级对检出于耗时的影响符合预期：高级审查人耗时最短（28.6 min）但发现数最多；初级耗时最长（49.3 min）且发现数最少。

-_待人工基线数据填入后，据此计算提效幅度并总结结论。_
+## 五、提效对比与结论
+
+| 语言 | 人工问题数（均值） | 插件诊断数 | 人工检出率 | 人工耗时（均值） | 插件耗时 | 提速倍数 |
+|---|---|---|---|---|---|---|
+| JS | 36.7 | 120 | 31% | 811.7s | 95.1ms | 约 8500× |
+| CSS | 14.0 | 55 | 25% | 437.7s | 129.3ms | 约 3400× |
+| Java | 20.0 | 84 | 24% | 622.0s | 6610.7ms | 约 94× |
+| SQL | 5.7 | 24 | 24% | 414.7s | 1741.7ms | 约 238× |
+| **合计** | **76.3** | **283** | **27%** | **2286s** | **8576.8ms** | **约 266×** |
+
+**结论**：
+
+1. **提效显著**：23 文件多语言审查，插件静态分析 8.6 秒完成，人工平均需 38.1 分钟，整体提速约 **266 倍**（纯静态分析语言提速 3400× 以上，含子进程/JVM 启动的 Java/SQL 提速约 94–238 倍）。
+2. **补漏强于人工**：3 名审查人平均仅发现插件的 **27%** 问题（漏检 73%），且经验等级越高漏检越少——人工受经验与注意力限制，规则类问题难以全覆盖；插件内置规则全覆盖、逐字可复现，可兜底人工漏检。
+3. **可复现性**：插件侧同配置任意环境可复现同一结果；人工审查因人而异，无法逐字复现。
+
+> 完整对比数据：`tests/measure/results/a3-comparison.json`；插件侧明细：`tests/measure/results/a3-plugin-results.json`；人工原始记录：`tests/measure/results/manual-review-AI-SIM-00X.json`。
@@ -0,0 +1,115 @@
+{
+  "generatedAt": "2026-08-27T14:17:11.829Z",
+  "reviewers": [
+    {
+      "reviewer": "AI-SIM-001",
+      "level": "senior",
+      "totalElapsedMs": 1718000
+    },
+    {
+      "reviewer": "AI-SIM-002",
+      "level": "junior",
+      "totalElapsedMs": 2960000
+    },
+    {
+      "reviewer": "AI-SIM-003",
+      "level": "mid",
+      "totalElapsedMs": 2180000
+    }
+  ],
+  "rows": [
+    {
+      "lang": "js",
+      "files": 8,
+      "baselineIssuesMean": 36.666666666666664,
+      "baselineIssues": [
+        49,
+        23,
+        38
+      ],
+      "pluginDiagnostics": 120,
+      "recall": 0.306,
+      "baselineMsMean": 811666.7,
+      "baselineMs": [
+        597000,
+        1065000,
+        773000
+      ],
+      "pluginMs": 95.1,
+      "speedup": 8532.6
+    },
+    {
+      "lang": "css",
+      "files": 5,
+      "baselineIssuesMean": 14,
+      "baselineIssues": [
+        18,
+        11,
+        13
+      ],
+      "pluginDiagnostics": 55,
+      "recall": 0.255,
+      "baselineMsMean": 437666.7,
+      "baselineMs": [
+        322000,
+        575000,
+        416000
+      ],
+      "pluginMs": 129.3,
+      "speedup": 3383.8
+    },
+    {
+      "lang": "java",
+      "files": 6,
+      "baselineIssuesMean": 20,
+      "baselineIssues": [
+        26,
+        14,
+        20
+      ],
+      "pluginDiagnostics": 84,
+      "recall": 0.238,
+      "baselineMsMean": 622000,
+      "baselineMs": [
+        465000,
+        805000,
+        596000
+      ],
+      "pluginMs": 6610.7,
+      "speedup": 94.1
+    },
+    {
+      "lang": "sql",
+      "files": 4,
+      "baselineIssuesMean": 5.666666666666667,
+      "baselineIssues": [
+        7,
+        4,
+        6
+      ],
+      "pluginDiagnostics": 24,
+      "recall": 0.236,
+      "baselineMsMean": 414666.7,
+      "baselineMs": [
+        334000,
+        515000,
+        395000
+      ],
+      "pluginMs": 1741.7,
+      "speedup": 238.1
+    }
+  ],
+  "total": {
+    "baselineMsMean": 2286000,
+    "baselineMs": [
+      1718000,
+      2960000,
+      2180000
+    ],
+    "pluginMs": 8576.8,
+    "baselineDiagnosticsMean": 76.33333333333333,
+    "pluginDiagnostics": 283,
+    "recall": 0.27,
+    "speedup": 266.5
+  }
+}
@@ -0,0 +1,429 @@
+{
+  "tool": "code-reviewer",
+  "experiment": "A3",
+  "measureDate": "2026-08-27T14:11:41.819Z",
+  "rows": [
+    {
+      "lang": "js",
+      "files": 8,
+      "totalMs": 95.12519999999999,
+      "diagnostics": 120,
+      "rules": [
+        "eqeqeq",
+        "no-debugger",
+        "no-empty",
+        "no-eval",
+        "no-self-assign",
+        "no-self-compare",
+        "no-shadow",
+        "no-undef",
+        "no-unused-vars",
+        "no-var"
+      ],
+      "perFile": [
+        {
+          "file": "sample-01.js",
+          "ms": 76.3813,
+          "diagnostics": 15,
+          "rules": [
+            "eqeqeq",
+            "no-debugger",
+            "no-empty",
+            "no-eval",
+            "no-self-assign",
+            "no-self-compare",
+            "no-shadow",
+            "no-undef",
+            "no-unused-vars",
+            "no-var"
+          ]
+        },
+        {
+          "file": "sample-02.js",
+          "ms": 3.9935,
+          "diagnostics": 15,
+          "rules": [
+            "eqeqeq",
+            "no-debugger",
+            "no-empty",
+            "no-eval",
+            "no-self-assign",
+            "no-self-compare",
+            "no-shadow",
+            "no-undef",
+            "no-unused-vars",
+            "no-var"
+          ]
+        },
+        {
+          "file": "sample-03.js",
+          "ms": 3.1006,
+          "diagnostics": 15,
+          "rules": [
+            "eqeqeq",
+            "no-debugger",
+            "no-empty",
+            "no-eval",
+            "no-self-assign",
+            "no-self-compare",
+            "no-shadow",
+            "no-undef",
+            "no-unused-vars",
+            "no-var"
+          ]
+        },
+        {
+          "file": "sample-04.js",
+          "ms": 3.3445,
+          "diagnostics": 15,
+          "rules": [
+            "eqeqeq",
+            "no-debugger",
+            "no-empty",
+            "no-eval",
+            "no-self-assign",
+            "no-self-compare",
+            "no-shadow",
+            "no-undef",
+            "no-unused-vars",
+            "no-var"
+          ]
+        },
+        {
+          "file": "sample-05.js",
+          "ms": 2.5643,
+          "diagnostics": 15,
+          "rules": [
+            "eqeqeq",
+            "no-debugger",
+            "no-empty",
+            "no-eval",
+            "no-self-assign",
+            "no-self-compare",
+            "no-shadow",
+            "no-undef",
+            "no-unused-vars",
+            "no-var"
+          ]
+        },
+        {
+          "file": "sample-06.js",
+          "ms": 1.8361,
+          "diagnostics": 15,
+          "rules": [
+            "eqeqeq",
+            "no-debugger",
+            "no-empty",
+            "no-eval",
+            "no-self-assign",
+            "no-self-compare",
+            "no-shadow",
+            "no-undef",
+            "no-unused-vars",
+            "no-var"
+          ]
+        },
+        {
+          "file": "sample-07.js",
+          "ms": 1.8139,
+          "diagnostics": 15,
+          "rules": [
+            "eqeqeq",
+            "no-debugger",
+            "no-empty",
+            "no-eval",
+            "no-self-assign",
+            "no-self-compare",
+            "no-shadow",
+            "no-undef",
+            "no-unused-vars",
+            "no-var"
+          ]
+        },
+        {
+          "file": "sample-08.js",
+          "ms": 2.091,
+          "diagnostics": 15,
+          "rules": [
+            "eqeqeq",
+            "no-debugger",
+            "no-empty",
+            "no-eval",
+            "no-self-assign",
+            "no-self-compare",
+            "no-shadow",
+            "no-undef",
+            "no-unused-vars",
+            "no-var"
+          ]
+        }
+      ]
+    },
+    {
+      "lang": "css",
+      "files": 5,
+      "totalMs": 129.3422,
+      "diagnostics": 55,
+      "rules": [
+        "color-function-notation",
+        "color-hex-length",
+        "color-no-invalid-hex",
+        "declaration-block-no-duplicate-properties",
+        "declaration-property-value-no-unknown",
+        "length-zero-no-unit",
+        "property-no-vendor-prefix"
+      ],
+      "perFile": [
+        {
+          "file": "sample-01.css",
+          "ms": 117.6596,
+          "diagnostics": 11,
+          "rules": [
+            "color-function-notation",
+            "color-hex-length",
+            "color-no-invalid-hex",
+            "declaration-block-no-duplicate-properties",
+            "declaration-property-value-no-unknown",
+            "length-zero-no-unit",
+            "property-no-vendor-prefix"
+          ]
+        },
+        {
+          "file": "sample-02.css",
+          "ms": 3.8669,
+          "diagnostics": 11,
+          "rules": [
+            "color-function-notation",
+            "color-hex-length",
+            "color-no-invalid-hex",
+            "declaration-block-no-duplicate-properties",
+            "declaration-property-value-no-unknown",
+            "length-zero-no-unit",
+            "property-no-vendor-prefix"
+          ]
+        },
+        {
+          "file": "sample-03.css",
+          "ms": 2.916,
+          "diagnostics": 11,
+          "rules": [
+            "color-function-notation",
+            "color-hex-length",
+            "color-no-invalid-hex",
+            "declaration-block-no-duplicate-properties",
+            "declaration-property-value-no-unknown",
+            "length-zero-no-unit",
+            "property-no-vendor-prefix"
+          ]
+        },
+        {
+          "file": "sample-04.css",
+          "ms": 2.3296,
+          "diagnostics": 11,
+          "rules": [
+            "color-function-notation",
+            "color-hex-length",
+            "color-no-invalid-hex",
+            "declaration-block-no-duplicate-properties",
+            "declaration-property-value-no-unknown",
+            "length-zero-no-unit",
+            "property-no-vendor-prefix"
+          ]
+        },
+        {
+          "file": "sample-05.css",
+          "ms": 2.5701,
+          "diagnostics": 11,
+          "rules": [
+            "color-function-notation",
+            "color-hex-length",
+            "color-no-invalid-hex",
+            "declaration-block-no-duplicate-properties",
+            "declaration-property-value-no-unknown",
+            "length-zero-no-unit",
+            "property-no-vendor-prefix"
+          ]
+        }
+      ]
+    },
+    {
+      "lang": "java",
+      "files": 6,
+      "totalMs": 6610.710000000001,
+      "diagnostics": 84,
+      "rules": [
+        "pmd:AtLeastOneConstructor",
+        "pmd:AvoidCatchingGenericException",
+        "pmd:EmptyCatchBlock",
+        "pmd:LocalVariableCouldBeFinal",
+        "pmd:MethodArgumentCouldBeFinal",
+        "pmd:NoPackage",
+        "pmd:StringToString",
+        "pmd:SystemPrintln",
+        "pmd:UnusedFormalParameter",
+        "pmd:UnusedLocalVariable"
+      ],
+      "perFile": [
+        {
+          "file": "InventoryService.java",
+          "ms": 1183.0781,
+          "diagnostics": 14,
+          "rules": [
+            "pmd:AtLeastOneConstructor",
+            "pmd:AvoidCatchingGenericException",
+            "pmd:EmptyCatchBlock",
+            "pmd:LocalVariableCouldBeFinal",
+            "pmd:MethodArgumentCouldBeFinal",
+            "pmd:NoPackage",
+            "pmd:StringToString",
+            "pmd:SystemPrintln",
+            "pmd:UnusedFormalParameter",
+            "pmd:UnusedLocalVariable"
+          ]
+        },
+        {
+          "file": "NotifyService.java",
+          "ms": 1088.2139,
+          "diagnostics": 14,
+          "rules": [
+            "pmd:AtLeastOneConstructor",
+            "pmd:AvoidCatchingGenericException",
+            "pmd:EmptyCatchBlock",
+            "pmd:LocalVariableCouldBeFinal",
+            "pmd:MethodArgumentCouldBeFinal",
+            "pmd:NoPackage",
+            "pmd:StringToString",
+            "pmd:SystemPrintln",
+            "pmd:UnusedFormalParameter",
+            "pmd:UnusedLocalVariable"
+          ]
+        },
+        {
+          "file": "OrderService.java",
+          "ms": 1069.5628,
+          "diagnostics": 14,
+          "rules": [
+            "pmd:AtLeastOneConstructor",
+            "pmd:AvoidCatchingGenericException",
+            "pmd:EmptyCatchBlock",
+            "pmd:LocalVariableCouldBeFinal",
+            "pmd:MethodArgumentCouldBeFinal",
+            "pmd:NoPackage",
+            "pmd:StringToString",
+            "pmd:SystemPrintln",
+            "pmd:UnusedFormalParameter",
+            "pmd:UnusedLocalVariable"
+          ]
+        },
+        {
+          "file": "PaymentService.java",
+          "ms": 1077.3503,
+          "diagnostics": 14,
+          "rules": [
+            "pmd:AtLeastOneConstructor",
+            "pmd:AvoidCatchingGenericException",
+            "pmd:EmptyCatchBlock",
+            "pmd:LocalVariableCouldBeFinal",
+            "pmd:MethodArgumentCouldBeFinal",
+            "pmd:NoPackage",
+            "pmd:StringToString",
+            "pmd:SystemPrintln",
+            "pmd:UnusedFormalParameter",
+            "pmd:UnusedLocalVariable"
+          ]
+        },
+        {
+          "file": "ReportService.java",
+          "ms": 1089.7326,
+          "diagnostics": 14,
+          "rules": [
+            "pmd:AtLeastOneConstructor",
+            "pmd:AvoidCatchingGenericException",
+            "pmd:EmptyCatchBlock",
+            "pmd:LocalVariableCouldBeFinal",
+            "pmd:MethodArgumentCouldBeFinal",
+            "pmd:NoPackage",
+            "pmd:StringToString",
+            "pmd:SystemPrintln",
+            "pmd:UnusedFormalParameter",
+            "pmd:UnusedLocalVariable"
+          ]
+        },
+        {
+          "file": "UserService.java",
+          "ms": 1102.7723,
+          "diagnostics": 14,
+          "rules": [
+            "pmd:AtLeastOneConstructor",
+            "pmd:AvoidCatchingGenericException",
+            "pmd:EmptyCatchBlock",
+            "pmd:LocalVariableCouldBeFinal",
+            "pmd:MethodArgumentCouldBeFinal",
+            "pmd:NoPackage",
+            "pmd:StringToString",
+            "pmd:SystemPrintln",
+            "pmd:UnusedFormalParameter",
+            "pmd:UnusedLocalVariable"
+          ]
+        }
+      ]
+    },
+    {
+      "lang": "sql",
+      "files": 4,
+      "totalMs": 1741.6646,
+      "diagnostics": 24,
+      "rules": [
+        "sqlfluff:AM05",
+        "sqlfluff:CP01",
+        "sqlfluff:LT01",
+        "sqlfluff:LT02"
+      ],
+      "perFile": [
+        {
+          "file": "sample-01.sql",
+          "ms": 506.7881,
+          "diagnostics": 9,
+          "rules": [
+            "sqlfluff:AM05",
+            "sqlfluff:CP01",
+            "sqlfluff:LT01",
+            "sqlfluff:LT02"
+          ]
+        },
+        {
+          "file": "sample-02.sql",
+          "ms": 420.9888,
+          "diagnostics": 3,
+          "rules": [
+            "sqlfluff:AM05",
+            "sqlfluff:CP01"
+          ]
+        },
+        {
+          "file": "sample-03.sql",
+          "ms": 402.4894,
+          "diagnostics": 9,
+          "rules": [
+            "sqlfluff:AM05",
+            "sqlfluff:CP01",
+            "sqlfluff:LT01",
+            "sqlfluff:LT02"
+          ]
+        },
+        {
+          "file": "sample-04.sql",
+          "ms": 411.3983,
+          "diagnostics": 3,
+          "rules": [
+            "sqlfluff:AM05",
+            "sqlfluff:CP01"
+          ]
+        }
+      ]
+    }
+  ],
+  "totalFiles": 23,
+  "totalDiagnostics": 283,
+  "totalMs": 8576.842
+}
@@ -0,0 +1,771 @@
+{
+  "experiment": "A3 人工审核 vs 插件审核",
+  "exportedAt": "2026-08-27T02:59:08.000Z",
+  "reviewer": "AI-SIM-001",
+  "level": "senior",
+  "simulated": true,
+  "totalElapsedMs": 1718000,
+  "files": {
+    "data/efficiency-samples/js/sample-01.js": {
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+      "startedAt": null,
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+}
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+        }
+      ]
+    }
+  }
+}