feat: publish long-horizon agent chapter

scripts/check-agents-browser.mjs

@@ -0,0 +1,243 @@
+import { writeFileSync } from "node:fs";
+
+const cdpPort = process.env.CDP_PORT ?? "9225";
+const baseUrl = process.env.SITE_URL ?? "http://127.0.0.1:4323";
+const pages = await fetch(`http://127.0.0.1:${cdpPort}/json/list`).then((response) => response.json());
+const page = pages.find((entry) => entry.type === "page");
+if (!page) throw new Error(`CDP ${cdpPort} 没有可用页面`);
+
+const socket = new WebSocket(page.webSocketDebuggerUrl);
+await new Promise((resolve, reject) => {
+  socket.addEventListener("open", resolve, { once: true });
+  socket.addEventListener("error", reject, { once: true });
+});
+
+let nextId = 0;
+const pending = new Map();
+const exceptions = [];
+socket.addEventListener("message", (event) => {
+  const message = JSON.parse(event.data);
+  if (message.id && pending.has(message.id)) {
+    const { resolve, reject } = pending.get(message.id);
+    pending.delete(message.id);
+    if (message.error) reject(new Error(message.error.message));
+    else resolve(message.result);
+  }
+  if (message.method === "Runtime.exceptionThrown") {
+    exceptions.push(message.params.exceptionDetails.exception?.description ?? message.params.exceptionDetails.text);
+  }
+});
+
+const command = (method, params = {}) => new Promise((resolve, reject) => {
+  const id = ++nextId;
+  pending.set(id, { resolve, reject });
+  socket.send(JSON.stringify({ id, method, params }));
+});
+const pause = (milliseconds) => new Promise((resolve) => setTimeout(resolve, milliseconds));
+const evaluate = async (expression) => {
+  const result = await command("Runtime.evaluate", { expression, returnByValue: true, awaitPromise: true });
+  if (result.exceptionDetails) throw new Error(result.exceptionDetails.exception?.description ?? result.exceptionDetails.text);
+  return result.result.value;
+};
+const navigate = async (path) => {
+  await command("Page.navigate", { url: `${baseUrl}${path}` });
+  for (let attempt = 0; attempt < 70; attempt += 1) {
+    await pause(100);
+    if (await evaluate("document.readyState === 'complete'")) return;
+  }
+  throw new Error(`${path} 加载超时`);
+};
+const screenshot = async (path) => {
+  const result = await command("Page.captureScreenshot", {
+    format: "png",
+    captureBeyondViewport: false,
+  });
+  writeFileSync(path, Buffer.from(result.data, "base64"));
+};
+
+await command("Page.enable");
+await command("Runtime.enable");
+await command("Emulation.setDeviceMetricsOverride", {
+  width: 1440,
+  height: 1100,
+  deviceScaleFactor: 1,
+  mobile: false,
+});
+await navigate("/agents/");
+await screenshot("/tmp/llm-atlas-agents-desktop.png");
+
+const overview = await evaluate(`(() => ({
+  title: document.querySelector("h1")?.textContent.trim(),
+  sections: document.querySelectorAll(".article-section").length,
+  tocLinks: document.querySelectorAll(".side-rail a").length,
+  paperLinks: document.querySelectorAll(".paper-chain a").length,
+  labTabs: document.querySelectorAll("[data-agent-tab]").length,
+  labPanels: document.querySelectorAll("[data-agent-panel]").length,
+  navLinks: document.querySelectorAll(".top-nav a").length,
+  documentOverflow: document.documentElement.scrollWidth - document.documentElement.clientWidth,
+}))()`);
+
+const loop = await evaluate(`(() => {
+  const root = document.querySelector("[data-agent-lab]");
+  const read = () => ({
+    status: root.querySelector("[data-loop-status]").textContent.trim(),
+    observation: root.querySelector("[data-loop-observation]").textContent.trim(),
+    recovery: root.querySelector("[data-loop-recovery]").textContent.trim(),
+    finalState: root.querySelector("[data-loop-final]").textContent.trim(),
+    takeaway: root.querySelector("[data-loop-takeaway]").textContent.trim(),
+  });
+  const initial = read();
+  root.querySelector('[data-loop-mode="direct"]').click();
+  root.querySelector('[data-loop-fault="schema"]').click();
+  root.querySelector("[data-loop-next]").click();
+  root.querySelector("[data-loop-next]").click();
+  return { initial, directSchema: read() };
+})()`);
+
+const contract = await evaluate(`(() => {
+  const root = document.querySelector("[data-agent-lab]");
+  root.querySelector('[data-agent-tab="contract"]').click();
+  root.querySelector('[data-contract-case="wrongstate"]').click();
+  return {
+    syntax: root.querySelector('[data-contract-score="syntax"]').textContent.trim(),
+    execution: root.querySelector('[data-contract-score="execution"]').textContent.trim(),
+    finalState: root.querySelector('[data-contract-score="final"]').textContent.trim(),
+    takeaway: root.querySelector("[data-contract-takeaway]").textContent.trim(),
+    visiblePanel: root.querySelector("[data-agent-panel]:not([hidden])").dataset.agentPanel,
+  };
+})()`);
+
+const reliability = await evaluate(`(() => {
+  const root = document.querySelector("[data-agent-lab]");
+  root.querySelector('[data-agent-tab="reliability"]').click();
+  const k = root.querySelector("[data-rel-k]");
+  const read = () => ({
+    passAt: root.querySelector("[data-rel-pass-at]").textContent.trim(),
+    passHat: root.querySelector("[data-rel-pass-hat]").textContent.trim(),
+    sideRisk: root.querySelector("[data-rel-side]").textContent.trim(),
+    takeaway: root.querySelector("[data-rel-takeaway]").textContent.trim(),
+  });
+  const initial = read();
+  k.value = "2";
+  k.dispatchEvent(new Event("input", { bubbles: true }));
+  const k2 = read();
+  k.value = "8";
+  k.dispatchEvent(new Event("input", { bubbles: true }));
+  root.querySelector('[data-rel-idempotent="false"]').click();
+  const nonIdempotent = read();
+  return { initial, k2, nonIdempotent };
+})()`);
+
+const rl = await evaluate(`(() => {
+  const root = document.querySelector("[data-agent-lab]");
+  root.querySelector('[data-agent-tab="rl"]').click();
+  const read = () => ({
+    utilization: root.querySelector("[data-rl-util]").textContent.trim(),
+    lostWork: root.querySelector("[data-rl-lost]").textContent.trim(),
+    modelState: root.querySelector("[data-rl-model-state]").textContent.trim(),
+    worldState: root.querySelector("[data-rl-world-state]").textContent.trim(),
+    takeaway: root.querySelector("[data-rl-takeaway]").textContent.trim(),
+  });
+  const full = read();
+  root.querySelector('[data-rl-mode="wait"]').click();
+  const wait = read();
+  const firstTab = root.querySelector('[data-agent-tab="loop"]');
+  firstTab.focus();
+  firstTab.dispatchEvent(new KeyboardEvent("keydown", { key: "End", bubbles: true }));
+  return {
+    full,
+    wait,
+    keyboardSelected: root.querySelector('[data-agent-tab][aria-selected="true"]').dataset.agentTab,
+    keyboardVisible: root.querySelector("[data-agent-panel]:not([hidden])").dataset.agentPanel,
+  };
+})()`);
+
+await evaluate(`document.querySelector("[data-agent-lab]").scrollIntoView({ block: "start", behavior: "instant" })`);
+await pause(180);
+await screenshot("/tmp/llm-atlas-agents-lab-desktop.png");
+
+await navigate("/");
+const home = await evaluate(`(() => ({
+  releaseCards: document.querySelectorAll(".release-card").length,
+  firstRelease: document.querySelector(".release-card h2").textContent.trim(),
+  firstHref: document.querySelector(".release-card").getAttribute("href"),
+  paperCount: document.querySelector(".hero-stats div:nth-child(3) b").textContent.trim(),
+  navLinks: document.querySelectorAll(".top-nav a").length,
+}))()`);
+
+await navigate("/papers/");
+const papers = await evaluate(`(() => {
+  const button = [...document.querySelectorAll("[data-filter]")].find((node) => node.textContent.trim() === "Agent");
+  button?.click();
+  return {
+    total: document.querySelectorAll("[data-paper]").length,
+    agentVisible: document.querySelectorAll("[data-paper]:not([hidden])").length,
+    hasAgentFilter: Boolean(button),
+  };
+})()`);
+
+await command("Emulation.setDeviceMetricsOverride", {
+  width: 390,
+  height: 844,
+  deviceScaleFactor: 1,
+  mobile: true,
+});
+await navigate("/agents/");
+const mobile = await evaluate(`(() => {
+  const root = document.querySelector("[data-agent-lab]");
+  root.scrollIntoView({ block: "start", behavior: "instant" });
+  const toggle = document.querySelector("#menu-toggle");
+  toggle?.click();
+  return {
+    documentOverflow: document.documentElement.scrollWidth - document.documentElement.clientWidth,
+    menuVisible: getComputedStyle(toggle).display !== "none",
+    menuOpen: toggle.getAttribute("aria-expanded"),
+    mobileLinks: document.querySelectorAll("#mobile-nav a").length,
+    tabs: root.querySelectorAll("[data-agent-tab]").length,
+    offenders: [...document.querySelectorAll("body *")]
+      .filter((node) => node.getBoundingClientRect().right > document.documentElement.clientWidth + 1)
+      .slice(0, 12)
+      .map((node) => ({
+        tag: node.tagName,
+        className: typeof node.className === "string" ? node.className : "",
+        right: Math.round(node.getBoundingClientRect().right),
+        width: Math.round(node.getBoundingClientRect().width),
+      })),
+  };
+})()`);
+await pause(180);
+await screenshot("/tmp/llm-atlas-agents-mobile.png");
+
+const report = { overview, loop, contract, reliability, rl, home, papers, mobile, exceptions };
+console.log(JSON.stringify(report, null, 2));
+
+const numeric = (value) => Number.parseFloat(value);
+const failures = [];
+if (!overview.title.includes("可靠行动")) failures.push("章节标题异常");
+if (overview.sections !== 28 || overview.tocLinks !== 28) failures.push("章节/目录数量异常");
+if (overview.paperLinks !== 52) failures.push("正式论文链不是 52 个节点");
+if (overview.labTabs !== 4 || overview.labPanels !== 4) failures.push("四联实验结构异常");
+if (overview.navLinks !== 16 || home.navLinks !== 16 || mobile.mobileLinks !== 16) failures.push("全站导航未同步 Agent 专题");
+if (overview.documentOverflow > 1 || mobile.documentOverflow > 1) failures.push("桌面或移动端存在横向溢出");
+if (loop.initial.finalState !== "UNVERIFIED" || loop.directSchema.finalState !== "FAILED") failures.push("控制循环终局状态异常");
+if (!loop.directSchema.observation.includes("ERROR schema") || loop.directSchema.recovery !== "FRAGILE") failures.push("Direct/schema 故障传播异常");
+if (contract.syntax !== "100%" || contract.execution !== "100%" || contract.finalState !== "0%") failures.push("工具契约三层评分异常");
+if (!contract.takeaway.includes("final-state") || contract.visiblePanel !== "contract") failures.push("工具契约终局验证解释异常");
+if (numeric(reliability.initial.passAt) < 99.9 || Math.abs(numeric(reliability.initial.passHat) - 16.78) > 0.02) failures.push("pass@k / pass^k 初始计算异常");
+if (numeric(reliability.initial.passAt) <= numeric(reliability.k2.passAt) || numeric(reliability.initial.passHat) >= numeric(reliability.k2.passHat)) failures.push("k 增长时两类可靠性没有反向变化");
+if (reliability.nonIdempotent.sideRisk === "LOW") failures.push("非幂等写操作风险没有提升");
+if (numeric(rl.wait.utilization) >= numeric(rl.full.utilization) || numeric(rl.wait.lostWork) <= numeric(rl.full.lostWork)) failures.push("wait-all 长尾/重算方向异常");
+if (!rl.wait.takeaway.includes("wait-all") || rl.keyboardSelected !== "rl" || rl.keyboardVisible !== "rl") failures.push("长程 RL 解释或键盘导航异常");
+if (home.releaseCards !== 11 || !home.firstRelease.includes("Agent 不是一个循环") || home.firstHref !== "/agents/") failures.push("首页 Agent 首发入口异常");
+if (home.paperCount !== "314" || papers.total !== 314 || !papers.hasAgentFilter || papers.agentVisible < 52) failures.push("论文库 Agent 标签或论文总数异常");
+if (!mobile.menuVisible || mobile.menuOpen !== "true" || mobile.tabs !== 4) failures.push("移动端导航或实验异常");
+if (exceptions.length) failures.push(`浏览器异常：${exceptions.join(" | ")}`);
+
+if (failures.length) {
+  console.error(`\nFAIL\n- ${failures.join("\n- ")}`);
+  process.exitCode = 1;
+} else {
+  console.log("\nPASS agents browser regression");
+}
+
+socket.close();

scripts/check-alignment-browser.mjs

@@ -216,7 +216,7 @@ if (!overview.title.includes("真正与人协作")) failures.push("章节标题
 if (overview.sections !== 22 || overview.tocLinks !== 22) failures.push("章节/目录数量异常");
 if (overview.paperLinks !== 44) failures.push("正式论文链不是 44 个节点");
 if (overview.labTabs !== 4 || overview.labPanels !== 4) failures.push("四联实验结构异常");
-if (overview.navLinks !== 15 || home.navLinks !== 15 || mobile.mobileLinks !== 15) failures.push("全站导航未同步后训练专题");
+if (overview.navLinks !== 16 || home.navLinks !== 16 || mobile.mobileLinks !== 16) failures.push("全站导航未同步后训练专题");
 if (overview.documentOverflow > 1 || mobile.documentOverflow > 1) failures.push("桌面或移动端存在横向溢出");
 if (sft.initial.active !== "6 / 10" || !sft.initial.lossStates.slice(0, 4).every((value) => value === "MASKED")) failures.push("SFT response-only mask 异常");
 if (sft.unsafeAll.active !== "10 / 10" || numeric(sft.unsafeAll.nll) <= numeric(sft.initial.nll) || !sft.unsafeAll.reading.includes("错误")) failures.push("SFT 全序列/坏示范交互异常");
@@ -226,8 +226,8 @@ if (!update.steps[0].includes("Fixed preference")) failures.push("DPO 更新流
 if (!recipe.family.includes("Multi-effort") || !recipe.regime.includes("9 RL experts") || !recipe.constraints.includes("verbosity")) failures.push("K3 配方合同异常");
 if (!recipe.path.some((step) => step.includes("3 domains × 3 efforts")) || !recipe.path.some((step) => step.includes("MOPD"))) failures.push("K3 配方路径异常");
 if (recipe.keyboardSelected !== "recipe" || recipe.keyboardVisible !== "recipe") failures.push("实验 tab 键盘导航异常");
-if (home.releaseCards !== 10 || !home.firstRelease.includes("DPO 没有") || home.firstHref !== "/post-training/alignment/") failures.push("首页 Alignment 首发入口异常");
-if (home.paperCount !== "280" || papers.total !== 280 || !papers.hasAlignmentFilter || papers.alignmentVisible < 35) failures.push("论文库后训练标签或论文总数异常");
+if (home.releaseCards !== 11 || !home.firstRelease.includes("Agent 不是一个循环") || home.firstHref !== "/agents/") failures.push("首页 Alignment 首发入口异常");
+if (home.paperCount !== "314" || papers.total !== 314 || !papers.hasAlignmentFilter || papers.alignmentVisible < 35) failures.push("论文库后训练标签或论文总数异常");
 if (!mobile.menuVisible || mobile.menuOpen !== "true" || mobile.tabs !== 4) failures.push("移动端导航或实验异常");
 if (exceptions.length) failures.push(`浏览器异常：${exceptions.join(" | ")}`);
 

scripts/check-data-browser.mjs

@@ -230,15 +230,15 @@ if (transform.keyboard.selected !== "transform" || transform.keyboard.visible !=
 if (layout.articleSections !== 18 || layout.paperLinks !== 31 || layout.labTabs !== 4 || layout.views !== 4) {
   failures.push("章节、论文或实验数量异常");
 }
-if (layout.navLinks !== 15 || mobile.mobileLinks !== 15 || home.navLinks !== 15) failures.push("全站导航未同步数值专题");
+if (layout.navLinks !== 16 || mobile.mobileLinks !== 16 || home.navLinks !== 16) failures.push("全站导航未同步数值专题");
 if (layout.documentOverflow > 0 || mobile.documentOverflow > 0 || home.documentOverflow > 0) failures.push("页面存在横向溢出");
 if (layout.navGap < 0) failures.push(`桌面导航碰撞：${layout.navGap}px`);
 if (!mobile.menuVisible || mobile.menuOpen !== "true") failures.push("移动端菜单不可用");
-if (home.releaseCards !== 10 || !home.firstRelease.includes("DPO 没有") || home.firstHref !== "/post-training/alignment/") {
+if (home.releaseCards !== 11 || !home.firstRelease.includes("Agent 不是一个循环") || home.firstHref !== "/agents/") {
   failures.push("首页 Transformer 新章入口异常");
 }
-if (home.paperCount !== "280") failures.push(`首页论文总数异常：${home.paperCount}`);
-if (!papers.hasDataFilter || papers.total !== 280 || papers.visible < 25) failures.push("论文库数据标签或论文总数异常");
+if (home.paperCount !== "314") failures.push(`首页论文总数异常：${home.paperCount}`);
+if (!papers.hasDataFilter || papers.total !== 314 || papers.visible < 25) failures.push("论文库数据标签或论文总数异常");
 if (exceptions.length) failures.push(`浏览器脚本异常：${exceptions.join("; ")}`);
 
 socket.close();

scripts/check-moe-browser.mjs

@@ -177,7 +177,7 @@ if (layout.documentOverflow > 0 || mobile.documentOverflow > 0 || home.documentO
 }
 if (layout.navGap < 0) failures.push(`桌面导航碰撞：${layout.navGap}px`);
 if (!mobile.menuVisible) failures.push("移动端菜单按钮未显示");
-if (home.releaseCards !== 10) failures.push(`首页新章卡数量异常：${home.releaseCards}`);
+if (home.releaseCards !== 11) failures.push(`首页新章卡数量异常：${home.releaseCards}`);
 if (exceptions.length) failures.push(`浏览器脚本异常：${exceptions.join("; ")}`);
 
 socket.close();

scripts/check-numerics-browser.mjs

@@ -273,15 +273,15 @@ if (stability.keyboard.selected !== "stability" || stability.keyboard.visible !=
 if (layout.articleSections !== 19 || layout.paperLinks !== 36 || layout.labTabs !== 4 || layout.views !== 4) {
   failures.push("章节、论文或实验数量异常");
 }
-if (layout.navLinks !== 15 || mobile.mobileLinks !== 15 || home.navLinks !== 15) failures.push("全站导航未同步数值专题");
+if (layout.navLinks !== 16 || mobile.mobileLinks !== 16 || home.navLinks !== 16) failures.push("全站导航未同步数值专题");
 if (layout.documentOverflow > 0 || mobile.documentOverflow > 0 || home.documentOverflow > 0) failures.push("页面存在横向溢出");
 if (layout.navGap < 0) failures.push(`桌面导航碰撞：${layout.navGap}px`);
 if (!mobile.menuVisible || mobile.menuOpen !== "true") failures.push("移动端菜单不可用");
-if (home.releaseCards !== 10 || !home.firstRelease.includes("DPO 没有") || home.firstHref !== "/post-training/alignment/") {
+if (home.releaseCards !== 11 || !home.firstRelease.includes("Agent 不是一个循环") || home.firstHref !== "/agents/") {
   failures.push("首页 Transformer 新章入口异常");
 }
-if (home.paperCount !== "280") failures.push(`首页论文总数异常：${home.paperCount}`);
-if (!papers.hasOptimizerFilter || papers.total !== 280 || papers.visible < 8) failures.push("论文库优化器标签或论文总数异常");
+if (home.paperCount !== "314") failures.push(`首页论文总数异常：${home.paperCount}`);
+if (!papers.hasOptimizerFilter || papers.total !== 314 || papers.visible < 8) failures.push("论文库优化器标签或论文总数异常");
 if (exceptions.length) failures.push(`浏览器脚本异常：${exceptions.join("; ")}`);
 
 socket.close();

scripts/check-reasoning-browser.mjs

@@ -289,7 +289,7 @@ if (layout.documentOverflow > 0 || mobile.documentOverflow > 0 || home.documentO
 }
 if (layout.navGap < 0) failures.push(`桌面导航碰撞：${layout.navGap}px`);
 if (!mobile.menuVisible || mobile.menuOpen !== "true") failures.push("移动端菜单不可用");
-if (home.releaseCards !== 10 || !home.firstRelease.includes("DPO 没有")) failures.push("首页 Transformer 新章入口异常");
+if (home.releaseCards !== 11 || !home.firstRelease.includes("Agent 不是一个循环")) failures.push("首页 Transformer 新章入口异常");
 if (exceptions.length) failures.push(`浏览器脚本异常：${exceptions.join("; ")}`);
 
 socket.close();

scripts/check-scaling-browser.mjs

@@ -269,14 +269,14 @@ if (emergence.paths.some((length) => length < 500)) failures.push("涌现多指
 if (layout.articleSections !== 16 || layout.paperLinks !== 29 || layout.labTabs !== 4 || layout.views !== 4) {
   failures.push("章节、论文或实验数量异常");
 }
-if (layout.navLinks !== 15 || mobile.mobileLinks !== 15 || home.navLinks !== 15) failures.push("全站导航未同步数值专题");
+if (layout.navLinks !== 16 || mobile.mobileLinks !== 16 || home.navLinks !== 16) failures.push("全站导航未同步数值专题");
 if (layout.documentOverflow > 0 || mobile.documentOverflow > 0 || home.documentOverflow > 0) failures.push("页面存在横向溢出");
 if (layout.navGap < 0) failures.push(`桌面导航碰撞：${layout.navGap}px`);
 if (!mobile.menuVisible || mobile.menuOpen !== "true") failures.push("移动端菜单不可用");
-if (home.releaseCards !== 10 || !home.firstRelease.includes("DPO 没有") || home.firstHref !== "/post-training/alignment/") {
+if (home.releaseCards !== 11 || !home.firstRelease.includes("Agent 不是一个循环") || home.firstHref !== "/agents/") {
   failures.push("首页 Transformer 新章入口异常");
 }
-if (home.paperCount !== "280") failures.push(`首页论文总数异常：${home.paperCount}`);
+if (home.paperCount !== "314") failures.push(`首页论文总数异常：${home.paperCount}`);
 if (exceptions.length) failures.push(`浏览器脚本异常：${exceptions.join("; ")}`);
 
 socket.close();

scripts/check-training-systems-browser.mjs

@@ -233,7 +233,7 @@ if (layout.articleSections !== 16 || layout.paperLinks !== 37 || layout.labTabs
 if (layout.documentOverflow > 0 || mobile.documentOverflow > 0 || home.documentOverflow > 0) failures.push("页面存在横向溢出");
 if (layout.navGap < 0) failures.push(`桌面导航碰撞：${layout.navGap}px`);
 if (!mobile.menuVisible || mobile.menuOpen !== "true") failures.push("移动端菜单不可用");
-if (home.releaseCards !== 10 || !home.firstRelease.includes("DPO 没有")) failures.push("首页 Transformer 新章入口异常");
+if (home.releaseCards !== 11 || !home.firstRelease.includes("Agent 不是一个循环")) failures.push("首页 Transformer 新章入口异常");
 if (exceptions.length) failures.push(`浏览器脚本异常：${exceptions.join("; ")}`);
 
 socket.close();

scripts/check-transformer-browser.mjs

@@ -172,7 +172,7 @@ const home = await evaluate(`(() => ({
   releaseCards: document.querySelectorAll(".release-card").length,
   firstRelease: document.querySelector(".release-card h2").textContent,
   firstHref: document.querySelector(".release-card").getAttribute("href"),
-  paperCount: [...document.querySelectorAll(".hero-stats b")].map((node) => node.textContent.trim()).find((value) => value === "280"),
+  paperCount: [...document.querySelectorAll(".hero-stats b")].map((node) => node.textContent.trim()).find((value) => value === "314"),
 }))()`);
 
 await navigate("/papers/");
@@ -236,8 +236,8 @@ if (block.family.trim() !== "Hybrid MoE" || !block.kv.includes("3 KDA : 1 Gated
 if (!block.path.some((step) => step.includes("KDA × 3")) || !block.note.includes("AttnRes")) failures.push("K3 Block 路径异常");
 if (block.context.trim() !== "128K" || numeric(block.mha) !== 400 || numeric(block.kda) !== 1) failures.push("KV 成本缩放异常");
 if (block.keyboardSelected !== "block" || block.keyboardVisible !== "block") failures.push("实验 tab 键盘导航异常");
-if (home.releaseCards !== 10 || !home.firstRelease.includes("DPO 没有") || home.firstHref !== "/post-training/alignment/") failures.push("首页 Transformer 首发入口异常");
-if (home.paperCount !== "280" || papers.total !== 280 || papers.transformerVisible < 30) failures.push("论文库或首页论文数量异常");
+if (home.releaseCards !== 11 || !home.firstRelease.includes("Agent 不是一个循环") || home.firstHref !== "/agents/") failures.push("首页 Transformer 首发入口异常");
+if (home.paperCount !== "314" || papers.total !== 314 || papers.transformerVisible < 30) failures.push("论文库或首页论文数量异常");
 if (!mobile.menuVisible || mobile.menuOpen !== "true" || mobile.tabs !== 4) failures.push("移动端导航或实验异常");
 if (exceptions.length) failures.push(`浏览器异常：${exceptions.join(" | ")}`);