feat: deepen Kimi K3 report guide

scripts/check-agents-browser.mjs

@@ -228,7 +228,7 @@ if (numeric(reliability.initial.passAt) <= numeric(reliability.k2.passAt) || num
 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 !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文") || home.firstHref !== "/deepseek/") failures.push("首页评测首发入口异常");
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要") || home.firstHref !== "/k3/") failures.push("首页评测首发入口异常");
 if (home.paperCount !== "486" || papers.total !== 486 || !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(" | ")}`);

scripts/check-alignment-browser.mjs

@@ -226,7 +226,7 @@ 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 !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文") || home.firstHref !== "/deepseek/") failures.push("首页评测首发入口异常");
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要") || home.firstHref !== "/k3/") failures.push("首页评测首发入口异常");
 if (home.paperCount !== "486" || papers.total !== 486 || !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

@@ -234,7 +234,7 @@ if (layout.navLinks !== 20 || mobile.mobileLinks !== 20 || home.navLinks !== 20)
 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：${layout.navGap}px`);
 if (!mobile.menuVisible || mobile.menuOpen !== "true") failures.push("移动端菜单不可用");
-if (home.releaseCards !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文") || home.firstHref !== "/deepseek/") {
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要") || home.firstHref !== "/k3/") {
   failures.push("首页 Transformer 新章入口异常");
 }
 if (home.paperCount !== "486") failures.push(`首页论文总数异常：${home.paperCount}`);

scripts/check-deepseek-browser.mjs

@@ -287,7 +287,7 @@ if (rl.initial.signal !== "GROUP-RELATIVE SIGNAL" || rl.same.signal !== "ZERO GR
 if (!rl.dapo.provenance.includes("2503.14476") || !rl.dapo.algorithm.includes("FOLLOW-UP") || !rl.dr.provenance.includes("2503.20783")) failures.push("DAPO / Dr.GRPO 来源边界异常");
 if (!rl.r1.includes("cold start") || !rl.distill.includes("没有重演")) failures.push("R1 / distill 身份切换异常");
 if (rl.keyboardSelected !== "cache" || rl.keyboardVisible !== "cache") failures.push("实验键盘 tab 导航异常");
-if (home.releaseCards !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文") || home.firstHref !== "/deepseek/" || home.paperCount !== "486") failures.push("首页 DeepSeek 首发入口或论文数异常");
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要") || home.firstHref !== "/k3/" || home.paperCount !== "486") failures.push("首页 DeepSeek 首发入口或论文数异常");
 if (papers.total !== 486 || !papers.hasFilter || papers.visible < 20 || !papers.hasCoder || !papers.hasEngram) failures.push("论文库 DeepSeek 聚光异常");
 if (!mobile.menuVisible || mobile.menuOpen !== "true" || mobile.tabs !== 4) failures.push("移动端导航或实验异常");
 if (mobile.offenders.length) failures.push(`移动端越界元素：${JSON.stringify(mobile.offenders)}`);

scripts/check-evaluation-browser.mjs

@@ -277,7 +277,7 @@ if (numeric(system.initial.success) <= numeric(system.initial.model) || numeric(
 if (numeric(system.cheap.success) >= numeric(system.initial.success) || numeric(system.cheap.cost) !== 4) failures.push("低预算没有降低成功率 / 成本");
 if (numeric(system.locked.unsafe) !== 0 || numeric(system.locked.overrefusal) <= numeric(system.initial.overrefusal)) failures.push("安全壳没有展现危险服从 / 过拒权衡");
 if (system.keyboardSelected !== "judge" || system.keyboardVisible !== "judge") failures.push("实验键盘 tab 导航异常");
-if (home.releaseCards !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文") || home.firstHref !== "/deepseek/") failures.push("首页评测首发入口异常");
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要") || home.firstHref !== "/k3/") failures.push("首页评测首发入口异常");
 if (home.paperCount !== "486" || home.topicCount !== "17" || papers.total !== 486 || !papers.hasFilter || papers.visible < 80) failures.push("首页 / 论文库评测索引异常");
 if (!mobile.menuVisible || mobile.menuOpen !== "true" || mobile.tabs !== 4) failures.push("移动端导航或实验异常");
 if (mobile.offenders.length) failures.push(`移动端越界元素：${JSON.stringify(mobile.offenders)}`);

scripts/check-inference-serving-browser.mjs

@@ -264,7 +264,7 @@ if (!fleet.k3.avoided.includes("320K") || fleet.k3.shortSlo !== "PROTECTED") fai
 if (!fleet.failed.state.includes("SECONDARY RE-PREFILL") || !fleet.failed.recompute.includes("FAILED PRIMARY")) failures.push("缓存故障没有触发原子失效后的重算");
 if (fleet.bursty.shortSlo !== "VIOLATED") failures.push("平均并发阈值没有暴露长请求突发");
 if (fleet.keyboardSelected !== "phase" || fleet.keyboardVisible !== "phase") failures.push("实验键盘 tab 导航异常");
-if (home.releaseCards !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文") || home.firstHref !== "/deepseek/") failures.push("首页评测首发入口异常");
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要") || home.firstHref !== "/k3/") failures.push("首页评测首发入口异常");
 if (home.paperCount !== "486" || papers.total !== 486 || !papers.hasFilter || papers.visible !== 46) failures.push("论文库推理服务标签或总数异常");
 if (!mobile.menuVisible || mobile.menuOpen !== "true" || mobile.tabs !== 4) failures.push("移动端导航或实验异常");
 if (mobile.offenders.length) failures.push(`移动端越界元素：${JSON.stringify(mobile.offenders)}`);

scripts/check-k3-browser.mjs

@@ -0,0 +1,241 @@
+import { writeFileSync } from "node:fs";
+
+const cdpPort = process.env.CDP_PORT ?? "9227";
+const baseUrl = process.env.SITE_URL ?? "http://127.0.0.1:4327";
+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}${path}` });
+  for (let attempt = 0; attempt < 80; attempt += 1) {
+    await pause(100);
+    if (await evaluate("document.readyState === 'complete'")) return;
+  }
+  throw new Error(`${path} 加载超时`);
+};
+const screenshot = async (path, beyond = false) => {
+  const result = await command("Page.captureScreenshot", { format: "png", captureBeyondViewport: beyond });
+  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("/k3/");
+await screenshot("/tmp/llm-atlas-k3-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,
+  ledgers: document.querySelectorAll(".ledger-card").length,
+  reportMap: document.querySelectorAll(".report-map > article").length,
+  figureAtlas: document.querySelectorAll(".figure-atlas > article").length,
+  paperLinks: document.querySelectorAll("#papers .paper-row").length,
+  paperGroups: document.querySelectorAll("#papers .paper-group").length,
+  labTabs: document.querySelectorAll("[data-k3-tab]").length,
+  labPanels: document.querySelectorAll("[data-k3-panel]").length,
+  nativeVisionCorrected: document.body.textContent.includes("MoonViT‑V2 从头训练") &&
+    document.body.textContent.includes("同一个 next-token prediction objective"),
+  staleVisionClaim: document.body.textContent.includes("先固定语言模型训练视觉组件"),
+  documentOverflow: document.documentElement.scrollWidth - document.documentElement.clientWidth,
+}))()`);
+
+const labs = await evaluate(`(() => {
+  const root = document.querySelector("[data-k3-lab]");
+  const panel = () => root.querySelector("[data-k3-panel]:not([hidden])").dataset.k3Panel;
+  const text = (selector) => root.querySelector(selector).textContent.trim();
+  const input = (selector, value) => {
+    const node = root.querySelector(selector);
+    node.value = value;
+    node.dispatchEvent(new Event("input", { bubbles: true }));
+  };
+
+  const memoryInitial = {
+    panel: panel(),
+    additive: text("[data-additive-result]"),
+    delta: text("[data-delta-result]"),
+    additiveError: text("[data-additive-error]"),
+    deltaError: text("[data-delta-error]"),
+  };
+  input("[data-memory-writes]", "12");
+  const memoryChanged = { additive: text("[data-additive-result]"), delta: text("[data-delta-result]") };
+
+  root.querySelector('[data-k3-tab="decay"]').click();
+  const decayInitial = { panel: panel(), verdict: text("[data-decay-verdict] b"), log: text("[data-decay-log]"), recip: text("[data-decay-recip]") };
+  input("[data-decay-g]", "-120");
+  input("[data-decay-tile]", "32");
+  const decayRisk = { verdict: text("[data-decay-verdict] b"), log: text("[data-decay-log]") };
+
+  root.querySelector('[data-k3-tab="depth"]').click();
+  const depthInitial = { sources: text("[data-block-sources]"), contract: text("[data-depth-reduction]") };
+  input("[data-depth-block]", "6");
+  const depthChanged = { sources: text("[data-block-sources]"), contract: text("[data-depth-reduction]") };
+
+  root.querySelector('[data-k3-tab="width"]').click();
+  const widthInitial = { conventional: text("[data-width-conventional]"), latent: text("[data-width-latent]"), reduction: text("[data-width-reduction]") };
+  input("[data-width-latent]", "7168");
+  const widthFull = { reduction: text("[data-width-reduction]") };
+
+  root.querySelector('[data-k3-tab="situ"]').click();
+  const situInitial = { bound: text("[data-situ-bound]"), value: text("[data-situ-value]"), swiglu: text("[data-situ-swiglu]") };
+  input("[data-situ-x]", "1000");
+  const situLarge = { bound: text("[data-situ-bound]"), value: text("[data-situ-value]"), swiglu: text("[data-situ-swiglu]") };
+
+  root.querySelector('[data-k3-tab="qb"]').click();
+  const qbInitial = { before: text("[data-qb-before-copy]"), after: text("[data-qb-after-copy]"), bias: text("[data-qb-bias]"), gap: text("[data-qb-gap]") };
+  input("[data-qb-strength]", "0");
+  const qbOff = { after: text("[data-qb-after-copy]"), gap: text("[data-qb-gap]") };
+
+  root.querySelector('[data-k3-tab="rl"]').click();
+  const rlInitial = {
+    complete: text("[data-rl-complete]"),
+    paused: text("[data-rl-paused]"),
+    budget: text("[data-rl-budget-copy]"),
+    reward: text("[data-rl-reward]"),
+  };
+  input("[data-rl-tokens]", "40");
+  const rlOver = { budget: text("[data-rl-budget-copy]") };
+
+  root.querySelector('[data-k3-tab="cache"]').click();
+  const cacheInitial = {
+    mla: text("[data-cache-mla]"),
+    kda: text("[data-cache-kda]"),
+    hit: text("[data-cache-hit]"),
+    recompute: text("[data-cache-recompute]"),
+  };
+  input("[data-cache-checkpoint]", "3");
+  const cacheSparse = { kda: text("[data-cache-kda]"), hit: text("[data-cache-hit]"), recompute: text("[data-cache-recompute]") };
+
+  const first = root.querySelector('[data-k3-tab="memory"]');
+  first.focus();
+  first.dispatchEvent(new KeyboardEvent("keydown", { key: "ArrowRight", bubbles: true }));
+  return {
+    memoryInitial, memoryChanged, decayInitial, decayRisk, depthInitial, depthChanged,
+    widthInitial, widthFull, situInitial, situLarge, qbInitial, qbOff, rlInitial, rlOver,
+    cacheInitial, cacheSparse,
+    keyboardSelected: root.querySelector('[data-k3-tab][aria-selected="true"]').dataset.k3Tab,
+    keyboardVisible: panel(),
+  };
+})()`);
+
+await evaluate(`(() => {
+  document.querySelector("[data-k3-lab]").scrollIntoView({ block: "start", behavior: "instant" });
+  window.scrollBy(0, -82);
+})()`);
+await pause(180);
+await screenshot("/tmp/llm-atlas-k3-lab-desktop.png");
+
+await command("Emulation.setDeviceMetricsOverride", {
+  width: 390,
+  height: 844,
+  deviceScaleFactor: 1,
+  mobile: true,
+});
+await navigate("/k3/");
+const mobile = await evaluate(`(() => {
+  const root = document.querySelector("[data-k3-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"),
+    tabs: root.querySelectorAll("[data-k3-tab]").length,
+    offenders: [...document.querySelectorAll("body *")]
+      .filter((node) => !node.closest(".paper-chain, .spec-table-wrap, .cache-strip, .architecture-explorer, [data-k3-lab]"))
+      .filter((node) => node.getBoundingClientRect().right > document.documentElement.clientWidth + 1)
+      .slice(0, 15)
+      .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 evaluate(`(() => {
+  document.querySelector("#menu-toggle")?.click();
+  window.scrollBy(0, -82);
+})()`);
+await pause(180);
+await screenshot("/tmp/llm-atlas-k3-mobile.png");
+
+const report = { overview, labs, mobile, exceptions };
+console.log(JSON.stringify(report, null, 2));
+
+const numeric = (text) => Number.parseFloat(text.replaceAll(",", "").replace("−", "-"));
+const failures = [];
+if (!overview.title.includes("因果环节")) failures.push("K3 二轮标题异常");
+if (overview.sections !== 31 || overview.tocLinks !== 31) failures.push("30 个编号专题加阅读链的目录结构异常");
+if (overview.ledgers !== 32 || overview.reportMap !== 9) failures.push("32 张问题账或报告地图异常");
+if (overview.figureAtlas !== 21 || overview.paperLinks !== 100 || overview.paperGroups < 12) failures.push("图表审计或 100 节点阅读链异常");
+if (overview.labTabs !== 8 || overview.labPanels !== 8) failures.push("八联实验结构异常");
+if (!overview.nativeVisionCorrected || overview.staleVisionClaim) failures.push("原生多模态纠错未生效或旧错误残留");
+if (overview.documentOverflow > 1 || mobile.documentOverflow > 1) failures.push("桌面或移动端存在文档级横向溢出");
+if (labs.memoryInitial.panel !== "memory" || numeric(labs.memoryInitial.additiveError) <= numeric(labs.memoryInitial.deltaError)) failures.push("Delta memory 初始递推异常");
+if (numeric(labs.memoryChanged.additive) <= numeric(labs.memoryInitial.additive) || numeric(labs.memoryChanged.delta) <= numeric(labs.memoryInitial.delta)) failures.push("Delta memory 控件未更新");
+if (labs.decayInitial.panel !== "decay" || labs.decayInitial.verdict !== "WITHIN RANGE" || numeric(labs.decayInitial.log) !== -80) failures.push("K3 默认 bounded decay 范围异常");
+if (labs.decayRisk.verdict !== "OVERFLOW RISK" || numeric(labs.decayRisk.log) !== -384) failures.push("bounded decay 风险探针异常");
+if (numeric(labs.depthInitial.sources) !== 9 || numeric(labs.depthChanged.sources) !== 17) failures.push("Block AttnRes 来源计数异常");
+if (numeric(labs.widthInitial.reduction) !== 50 || numeric(labs.widthFull.reduction) !== 0) failures.push("LatentMoE payload 账异常");
+if (numeric(labs.situInitial.bound) !== 100 || numeric(labs.situLarge.value) > 100.01 || numeric(labs.situLarge.swiglu) <= 1000) failures.push("SiTU formal bound 异常");
+if (!labs.qbInitial.before.includes("4, 3, 1, 0") || numeric(labs.qbInitial.gap) > 1 || numeric(labs.qbOff.gap) < 3) failures.push("Quantile Balancing toy route 异常");
+if (!labs.rlInitial.complete.includes("192") || !labs.rlInitial.paused.includes("64") || numeric(labs.rlInitial.reward) !== 0.693) failures.push("MOPD / partial rollout 初始账异常");
+if (!labs.rlOver.budget.includes("reward 改为 −1")) failures.push("Reasoning effort 超预算未触发");
+if (numeric(labs.cacheInitial.hit) !== 2560 || !labs.cacheInitial.recompute.includes("256")) failures.push("Hybrid prefix cache 默认命中异常");
+if (numeric(labs.cacheSparse.hit) >= numeric(labs.cacheInitial.hit) || numeric(labs.cacheSparse.recompute) <= numeric(labs.cacheInitial.recompute)) failures.push("稀疏 KDA checkpoint 未降低 joint hit");
+if (labs.keyboardSelected !== "decay" || labs.keyboardVisible !== "decay") failures.push("实验键盘 tab 导航异常");
+if (!mobile.menuVisible || mobile.menuOpen !== "true" || mobile.tabs !== 8) failures.push("移动端导航或实验异常");
+if (mobile.offenders.length) failures.push(`移动端越界元素：${JSON.stringify(mobile.offenders)}`);
+if (exceptions.length) failures.push(`浏览器异常：${exceptions.join(" | ")}`);
+
+if (failures.length) {
+  console.error(`\nFAIL\n- ${failures.join("\n- ")}`);
+  process.exitCode = 1;
+} else {
+  console.log("\nPASS K3 browser regression");
+}
+
+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：${layout.navGap}px`);
 if (!mobile.menuVisible) failures.push("移动端菜单按钮未显示");
-if (home.releaseCards !== 16) failures.push(`首页新章卡数量异常：${home.releaseCards}`);
+if (home.releaseCards !== 17) 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-multimodal-browser.mjs

@@ -246,7 +246,7 @@ if (ocr.unreported.status !== "OUT OF EVIDENCE" || ocr.unreported.accuracy !== "
 if (loop.toolsStart.state !== "OPEN" || loop.toolsEnd.state !== "VERIFIED" || loop.toolsEnd.evidence !== "97%" || loop.toolsEnd.tools !== "3") failures.push("vision-in-the-loop 终局异常");
 if (loop.cotEnd.state !== "FAILED" || !loop.cotEnd.takeaway.includes("不能凭空增加")) failures.push("文字 CoT 与新观察没有分开");
 if (loop.keyboardSelected !== "connector" || loop.keyboardVisible !== "connector") failures.push("实验键盘 tab 导航异常");
-if (home.releaseCards !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文") || home.firstHref !== "/deepseek/") failures.push("首页评测首发入口异常");
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要") || home.firstHref !== "/k3/") failures.push("首页评测首发入口异常");
 if (home.paperCount !== "486" || papers.total !== 486 || !papers.hasFilter || papers.multimodalVisible < 59) failures.push("论文库多模态标签或总数异常");
 if (!mobile.menuVisible || mobile.menuOpen !== "true" || mobile.tabs !== 4) failures.push("移动端导航或实验异常");
 if (mobile.offenders.length) failures.push(`移动端越界元素：${JSON.stringify(mobile.offenders)}`);

scripts/check-numerics-browser.mjs

@@ -277,7 +277,7 @@ if (layout.navLinks !== 20 || mobile.mobileLinks !== 20 || home.navLinks !== 20)
 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：${layout.navGap}px`);
 if (!mobile.menuVisible || mobile.menuOpen !== "true") failures.push("移动端菜单不可用");
-if (home.releaseCards !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文") || home.firstHref !== "/deepseek/") {
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要") || home.firstHref !== "/k3/") {
   failures.push("首页 Transformer 新章入口异常");
 }
 if (home.paperCount !== "486") failures.push(`首页论文总数异常：${home.paperCount}`);

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：${layout.navGap}px`);
 if (!mobile.menuVisible || mobile.menuOpen !== "true") failures.push("移动端菜单不可用");
-if (home.releaseCards !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文")) failures.push("首页评测新章入口异常");
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要")) failures.push("首页评测新章入口异常");
 if (exceptions.length) failures.push(`浏览器脚本异常：${exceptions.join("; ")}`);
 
 socket.close();

scripts/check-representation-browser.mjs

@@ -288,7 +288,7 @@ if (numeric(residual.attnres.states) !== 9 || !residual.attnres.routeExplain.inc
 if (!residual.clamp.activation.includes("V4") || !residual.clamp.bound.includes("100")) failures.push("DeepSeek-V4 clamp 展示异常");
 if (!residual.situ.activation.includes("KIMI") || !residual.situ.bound.includes("100")) failures.push("K3 SiTU 上界展示异常");
 if (residual.keyboardSelected !== "position" || residual.keyboardVisible !== "position") failures.push("实验键盘 tab 导航异常");
-if (home.releaseCards !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文") || home.firstHref !== "/deepseek/") failures.push("首页表示新章入口异常");
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要") || home.firstHref !== "/k3/") failures.push("首页表示新章入口异常");
 if (home.paperCount !== "486" || home.topicCount !== "17" || papers.total !== 486 || !papers.hasFilter || papers.visible < 30) failures.push("首页 / 论文库表示索引异常");
 if (!mobile.menuVisible || mobile.menuOpen !== "true" || mobile.tabs !== 4) failures.push("移动端导航或实验异常");
 if (mobile.offenders.length) failures.push(`移动端越界元素：${JSON.stringify(mobile.offenders)}`);

scripts/check-scaling-browser.mjs

@@ -273,7 +273,7 @@ if (layout.navLinks !== 20 || mobile.mobileLinks !== 20 || home.navLinks !== 20)
 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：${layout.navGap}px`);
 if (!mobile.menuVisible || mobile.menuOpen !== "true") failures.push("移动端菜单不可用");
-if (home.releaseCards !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文") || home.firstHref !== "/deepseek/") {
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要") || home.firstHref !== "/k3/") {
   failures.push("首页 Transformer 新章入口异常");
 }
 if (home.paperCount !== "486") failures.push(`首页论文总数异常：${home.paperCount}`);

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：${layout.navGap}px`);
 if (!mobile.menuVisible || mobile.menuOpen !== "true") failures.push("移动端菜单不可用");
-if (home.releaseCards !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文")) failures.push("首页评测新章入口异常");
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要")) failures.push("首页评测新章入口异常");
 if (exceptions.length) failures.push(`浏览器脚本异常：${exceptions.join("; ")}`);
 
 socket.close();

scripts/check-transformer-browser.mjs

@@ -236,7 +236,7 @@ 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 !== 16 || !home.firstRelease.includes("从 Dense 到百万上下文") || home.firstHref !== "/deepseek/") failures.push("首页评测首发入口异常");
+if (home.releaseCards !== 17 || !home.firstRelease.includes("47 页不再压成摘要") || home.firstHref !== "/k3/") failures.push("首页评测首发入口异常");
 if (home.paperCount !== "486" || papers.total !== 486 || 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(" | ")}`);