diff --git a/apps/docs/scripts/auth-cli.ts b/apps/docs/scripts/auth-cli.ts
index fc83517..bf8bcce 100644
--- a/apps/docs/scripts/auth-cli.ts
+++ b/apps/docs/scripts/auth-cli.ts
@@ -184,7 +184,7 @@ async function main() {
   const research = await researchResponse.json();
   assert.equal(research.companies.length, 1253);
   assert.equal(research.categories.length, 11);
-  assert.equal(research.evidence.length, 4866);
+  assert.equal(research.evidence.length, 4894);
   assert.equal(research.observations.length, 491);
   assert.equal((await request("/api/research/ai-companies", { method: "POST", headers })).status, 405);
   const researchPage = await request("/docs/other-research/ai-company-research/overview", { headers });
diff --git a/apps/docs/src/components/ArrDisclosures.tsx b/apps/docs/src/components/ArrDisclosures.tsx
index adb1627..e5b7027 100644
--- a/apps/docs/src/components/ArrDisclosures.tsx
+++ b/apps/docs/src/components/ArrDisclosures.tsx
@@ -34,7 +34,7 @@ export default function ArrDisclosures({ data, onSelect }: { data: ResearchSnaps
       <label>补证项目<select value={gap} onChange={(event) => setGap(event.target.value as ArrFieldGap | "")}><option value="">全部记录</option>{gapCounts.map((item) => <option key={item.id} value={item.id}>{gapLabels[item.id]}（{item.count} 条）</option>)}</select></label>
     </div>
     <div className="research-table-wrap"><table>
-      <caption>ARR 披露覆盖：按所选成立年份、每家公司计一次。点击分类筛选下方证据表。</caption>
+      <caption>ARR 披露覆盖：按公司当前分类及所选成立年份、每家公司计一次。点击分类筛选下方证据表。</caption>
       <thead><tr><th>业务分类</th><th>已采集公司</th><th>企业或当事方披露</th><th>仅第三方估算</th><th>缺少 ARR</th><th>披露覆盖率</th></tr></thead>
       <tbody>{coverage.filter((item) => item.companies > 0).map((item) => <tr key={item.id}>
         <td><button onClick={() => setCategory(item.id)} aria-pressed={category === item.id}>{item.name}</button></td>
@@ -42,7 +42,7 @@ export default function ArrDisclosures({ data, onSelect }: { data: ResearchSnaps
         <td>{new Intl.NumberFormat("zh-CN", { style: "percent", maximumFractionDigits: 1 }).format(item.disclosed / item.companies)}</td>
       </tr>)}</tbody>
     </table></div>
-    <p className="research-muted">分母含仅有目录资料的公司，覆盖率反映本次采集深度，不代表行业披露率。企业披露含历史里程碑，同一公司兼有披露和估算时归企业披露；缺少 ARR 的公司仍可能有其他收入。披露时点、币种与合同定义未对齐，不能将已披露少数公司的均值外推至整个分类，也不能由离散性判断财务造假。</p>
+    <p className="research-muted">分母含仅有目录资料的公司，覆盖率反映本次采集深度，不代表行业披露率。分类及收费模式采用公司当前资料；公司转向或同时经营多个产品时，历史 ARR 未必属于当前业务，需打开公司核对产品、主体与期间，不能据当前分类重归历史收入。企业披露含历史里程碑，同一公司兼有披露和估算时归企业披露；缺少 ARR 的公司仍可能有其他收入。披露时点、币种与合同定义未对齐，不能将已披露少数公司的均值外推至整个分类，也不能由离散性判断财务造假。</p>
     <aside className="research-notice" aria-label="ARR比较前的补证检查">
       <strong>ARR 比较前的补证检查</strong>
       <p>当前分类及成立年下有 {claims.length} 条披露，{completeFields} 条同时具有有效日期、明确 USD、精确金额且不是第三方估算。补证筛选后显示 {rows.length} 条。</p>
@@ -51,7 +51,7 @@ export default function ArrDisclosures({ data, onSelect }: { data: ResearchSnaps
     </aside>
     <div className="research-table-wrap"><table>
       <caption>金额保留原币种、下界和估算身份；日期栏保留业务截至日缺项</caption>
-      <thead><tr><th>公司 / 分类</th><th>收费与交付模式</th><th>原始 ARR 声明</th><th>时点</th><th>身份 / 限制</th><th>证据</th></tr></thead>
+      <thead><tr><th>公司 / 当前分类</th><th>当前收费与交付模式</th><th>原始 ARR 声明</th><th>时点</th><th>身份 / 限制</th><th>证据</th></tr></thead>
       <tbody>{rows.map(({ company, observation: item }) => {
         const source = evidence.get(item.evidence);
         const url = source && evidenceUrl(source.url);
diff --git a/apps/docs/tests/research.test.ts b/apps/docs/tests/research.test.ts
index b4117cc..857452a 100644
--- a/apps/docs/tests/research.test.ts
+++ b/apps/docs/tests/research.test.ts
@@ -124,10 +124,10 @@ test("research revisions share the authentication database and preserve replay l
     assert.equal(consumeCode(config, "invalid"), "limited");
     const initial = readResearchSnapshot();
     assert.equal(initial.companies.length, 1253);
-    assert.equal(initial.evidence.length, 4866);
+    assert.equal(initial.evidence.length, 4894);
     assert.equal(initial.observations.length, 491);
     const businessReviews = initial.reviews.filter((review) => review.type === businessModelReviewType);
-    assert.equal(businessReviews.length, 6);
+    assert.equal(businessReviews.length, 7);
     assert.deepEqual(businessReviews, seed.reviews.filter((review) => review.type === businessModelReviewType)
       .sort((a, b) => a.id.localeCompare(b.id)),
       "business model assessments and company/evidence links persist in the shared database");
@@ -169,8 +169,8 @@ test("research validation rejects broken evidence and unsafe source links", () =
 
 test("reviews link explicit companies without turning global or excluded cases into companies", () => {
   const snapshot = structuredClone(seed) as ResearchSnapshot;
-  assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 244);
-  assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 146);
+  assert.equal(snapshot.reviews.filter((r) => r.scope === "companies").length, 248);
+  assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 147);
   assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 54);
   const review = snapshot.reviews.find((r) => r.id === "R4")!;
   assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]);
@@ -229,7 +229,7 @@ test("service run rates, legacy freight revenue and paid adoption do not become
 
 test("technical reviews keep accessible materials separate from tested capabilities", () => {
   const snapshot = structuredClone(seed) as ResearchSnapshot;
-  assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 238);
+  assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 244);
   assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 28);
   assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1);
   assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown");
@@ -587,9 +587,9 @@ test("the public SR007 roster preserves unique entries and Alven's older operato
   assert.ok(!arrDisclosures(snapshot).some(({ observation }) => observation.id.startsWith("SR007F8-")),
     "previous-company ARR and financial amounts in document demonstrations are not current revenue");
   assert.equal(batch.records.filter((row) => row.status === "linked").length, 71);
-  assert.equal(batch.records.filter((row) => row.profileStatus === "archive-only").length, 17,
-    "reused roster matches are not newly reread independent profiles");
-  assert.equal(batch.records.filter((row) => row.profileStatus === "readable").length, 62);
+  assert.equal(batch.records.filter((row) => row.profileStatus === "archive-only").length, 0,
+    "all reused independent profiles have now been explicitly reread");
+  assert.equal(batch.records.filter((row) => row.profileStatus === "readable").length, 79);
   const ninthFollowup = snapshot.observations.filter((item) => item.id.startsWith("SR007F9-"));
   assert.equal(ninthFollowup.length, 10);
   assert.equal(ninthFollowup.filter((item) => item.selection === "excluded").length, 6);
@@ -608,6 +608,26 @@ test("the public SR007 roster preserves unique entries and Alven's older operato
   }
   assert.equal(snapshot.companies.find((item) => item.id === "AI161")!.cat, "C02",
     "enterprise workload model specialization is classified by delivery rather than frontier-model slogans");
+  const rereadProfiles = snapshot.evidence.filter((item) => item.id.startsWith("SR007F10-P-"));
+  assert.equal(rereadProfiles.length, 17);
+  assert.equal(new Set(rereadProfiles.map((item) => item.companyId)).size, 17);
+  for (const evidence of rereadProfiles) {
+    const candidate = batch.records.find((row) => row.companyId === evidence.companyId)!;
+    assert.equal(candidate.url, evidence.url);
+    assert.ok(candidate.evidenceIds?.includes(evidence.id), "each reread has an exact profile link");
+  }
+  assert.ok(!snapshot.observations.some((item) => item.id.startsWith("SR007F10-")),
+    "rereading existing financial milestones must not introduce duplicate observations");
+  for (const id of ["AI067", "AI069"]) {
+    assert.equal(snapshot.companies.find((item) => item.id === id)!.cat, "C02",
+      "current hosted-model and training-data delivery are infrastructure");
+  }
+  const oldWorkflowArr = snapshot.observations.find((item) => item.id === "SR-O-AI069-arr")!;
+  assert.equal(oldWorkflowArr.evidence, "SR-E-infragrid", "retain the original workflow revenue evidence");
+  assert.equal(oldWorkflowArr.value, 302000);
+  assert.equal(oldWorkflowArr.observedAt, undefined);
+  assert.ok(snapshot.companies.find((item) => item.id === "AI069")!.notes.includes("历史ARR归属不清"),
+    "a current category change must retain the unresolved historical product attribution");
 });
 
 test("annual launch archives exclude older companies only with evidence and reuse existing records", () => {
diff --git a/content/research/ai-companies.seed.json b/content/research/ai-companies.seed.json
index 1e90f49..4329dc4 100644
--- a/content/research/ai-companies.seed.json
+++ b/content/research/ai-companies.seed.json
@@ -1,5 +1,5 @@
 {
-  "version": "2026-11-01-sr007-followup-9",
+  "version": "2026-11-01-sr007-followup-10",
   "asOf": "2026-11-01",
   "scope": "全球公开资料研究：保留首批个案，并扩展核查2025—2026八个YC批次候选池；成立年份以官方公司页面字段为依据。",
   "limitations": [
@@ -1170,7 +1170,8 @@
       "sourceType": "公司或投资机构资料",
       "evidenceIds": [
         "E043",
-        "ARRCHECK1-NEXOR-HOME"
+        "ARRCHECK1-NEXOR-HOME",
+        "SR007F10-P-AI043"
       ],
       "revenueStatus": "self",
       "businessModel": "收入Agentharness、多渠道交付和CRM接入；软件持续费、用量/结果、一次定制集成需按实际合同拆分。"
@@ -1547,17 +1548,32 @@
       "location": "美国旧金山",
       "business": "连接团队与工具上下文，识别阻碍并协调工作",
       "buyer": "企业团队负责人",
-      "delivery": "投资机构资料称已有客户和live ARR，未独立确认留存",
+      "delivery": "跨工具上下文/Slack协调与跟进；重要输出和行为需审核，非已核实际成果",
       "notes": "投资机构页面的客户订单量属于客户业务，不计作Alia收入。",
       "cohort": "2025年成立",
       "teamBasis": "speedrun页面6 Employees；日历截至日未注明，2026-10-30访问",
-      "price": "本轮未核验定价",
-      "stage": "投资机构披露有付费使用，待核验",
+      "price": "按订单/结账决定费用、额度、期间及续订，未读到公开金额",
+      "stage": "公开官网与交付/条款可读；原有自述收入保留，合同、留存和实际技术效果未独立核。",
       "sourceType": "a16z speedrun公司资料",
       "evidenceIds": [
-        "E097"
+        "E097",
+        "SR007F10-P-AI057",
+        "SR007F10-ALIA-HOME",
+        "SR007F10-ALIA-TERMS"
       ],
-      "revenueStatus": "self"
+      "revenueStatus": "self",
+      "technicalReview": {
+        "level": "description",
+        "reviewedAt": "2026-11-01",
+        "summary": "已读投资方档案和当前官网/可读条款；内部基准、模型/Agent口号、界面结果不当独立测，未执行外部软件或安全测试。",
+        "evidenceIds": [
+          "SR007F10-P-AI057",
+          "SR007F10-ALIA-HOME",
+          "SR007F10-ALIA-TERMS"
+        ]
+      },
+      "businessModel": "企业协调软件，按订单订阅/额度和支持；组织数据接入、模型/索引、人工支持成本需拆",
+      "entityBasis": "Prosieve, Inc. doing business as Alia及关联运营方自述，独立登记与合并收入范围未核"
     },
     {
       "id": "AI058",
@@ -30891,19 +30907,33 @@
       "location": "San Francisco, California",
       "business": "将运行交互转为学习信号的持续学习Agent基础设施",
       "buyer": "Agent开发企业",
-      "delivery": "投资机构公开资料中的经营声明；未测试实际产品或查阅合同",
+      "delivery": "嵌入客户团队、代码库和路线图，学习stack归客户基础设施；high-touch工程合作",
       "notes": "私测三周ARR超过27万（原文$）；另有200万管线，非收入；原文仅给$符号或七位数，不将币种和时点补成已验证信息。",
       "cohort": "2025年成立（投资机构名录）",
       "teamBasis": "Speedrun Employees字段；2026-10-30访问，业务截至日未知",
-      "price": "本轮未核验实际收费套餐",
-      "stage": "存在自述收入声明；商业交付与留存未独立核验",
+      "price": "费用、期长和续订/取消依订单，无可读实价",
+      "stage": "公开官网与交付/条款可读；原有自述收入保留，合同、留存和实际技术效果未独立核。",
       "sourceType": "a16z Speedrun投资机构资料中的公司自述",
       "evidenceIds": [
-        "SR-E-proper-motion"
+        "SR-E-proper-motion",
+        "SR007F10-P-AI063",
+        "SR007F10-PROPER-HOME",
+        "SR007F10-PROPER-TERMS"
       ],
       "revenueStatus": "self",
       "classificationBasis": "按官方名录主营业务人工归类；行业标签不等于技术能力验证。",
-      "businessModel": "收费与交付结构待进一步核验"
+      "businessModel": "持续学习平台＋嵌入式工程交付，许可/集成/反馈与评估/模型及维护成本需分开，不能凭ARR标签认纯自助SaaS",
+      "technicalReview": {
+        "level": "description",
+        "reviewedAt": "2026-11-01",
+        "summary": "已读投资方档案和当前官网/可读条款；内部基准、模型/Agent口号、界面结果不当独立测，未执行外部软件或安全测试。",
+        "evidenceIds": [
+          "SR007F10-P-AI063",
+          "SR007F10-PROPER-HOME",
+          "SR007F10-PROPER-TERMS"
+        ]
+      },
+      "entityBasis": "GAIA REAL ESTATE AI INC. DBA Proper Motion条款自述，Virgo产品关系及独立登记未核"
     },
     {
       "id": "AI064",
@@ -30915,19 +30945,33 @@
       "location": "New York, New York",
       "business": "以MCP整合GTM工具供Agent执行客户增长任务",
       "buyer": "AI原生企业及GTM团队",
-      "delivery": "投资机构公开资料中的经营声明；未测试实际产品或查阅合同",
+      "delivery": "GTM数据/MCP/CLI与外联工作流，试用/客户推荐语；内部任务基准未独立核",
       "notes": "前11周ARR超过26万（原文$）；客户销售管线成果非本公司收入；原文仅给$符号或七位数，不将币种和时点补成已验证信息。",
       "cohort": "2026年成立（投资机构名录）",
       "teamBasis": "Speedrun Employees字段；2026-10-30访问，业务截至日未知",
-      "price": "本轮未核验实际收费套餐",
-      "stage": "存在自述收入声明；商业交付与留存未独立核验",
+      "price": "未取得具体价表；订单包含约定用量费，第三方账户费用另循条款",
+      "stage": "公开官网与交付/条款可读；原有自述收入保留，合同、留存和实际技术效果未独立核。",
       "sourceType": "a16z Speedrun投资机构资料中的公司自述",
       "evidenceIds": [
-        "SR-E-cluster"
+        "SR-E-cluster",
+        "SR007F10-P-AI064",
+        "SR007F10-CLUSTER-HOME",
+        "SR007F10-CLUSTER-TERMS"
       ],
       "revenueStatus": "self",
       "classificationBasis": "按官方名录主营业务人工归类；行业标签不等于技术能力验证。",
-      "businessModel": "收费与交付结构待进一步核验"
+      "businessModel": "GTM工具设施，按订单订阅/约定用量；数据供应、第三方账户、外联和礼物成本与厂商净费分开",
+      "technicalReview": {
+        "level": "description",
+        "reviewedAt": "2026-11-01",
+        "summary": "已读投资方档案和当前官网/可读条款；内部基准、模型/Agent口号、界面结果不当独立测，未执行外部软件或安全测试。",
+        "evidenceIds": [
+          "SR007F10-P-AI064",
+          "SR007F10-CLUSTER-HOME",
+          "SR007F10-CLUSTER-TERMS"
+        ]
+      },
+      "entityBasis": "Cluster Software Inc. Delaware条款自述，独立登记未核"
     },
     {
       "id": "AI065",
@@ -30939,19 +30983,30 @@
       "location": "San Francisco, California",
       "business": "结合实施与Agent平台自动化企业运营",
       "buyer": "上市及私募控股企业",
-      "delivery": "投资机构公开资料中的经营声明；未测试实际产品或查阅合同",
+      "delivery": "30日试点后持续月度合作，明确驻场工程师部署公司brain并与客户建设内部能力",
       "notes": "仅称七位数live ARR；1000万以上客户经营影响非本公司收入；原文仅给$符号或七位数，不将币种和时点补成已验证信息。",
       "cohort": "2026年成立（投资机构名录）",
       "teamBasis": "Speedrun Employees字段；2026-10-30访问，业务截至日未知",
-      "price": "本轮未核验实际收费套餐",
-      "stage": "存在自述收入声明；商业交付与留存未独立核验",
+      "price": "未披露具体费率；30日试点及后续月合作，实际验收与订单未核",
+      "stage": "公开官网与交付/条款可读；原有自述收入保留，合同、留存和实际技术效果未独立核。",
       "sourceType": "a16z Speedrun投资机构资料中的公司自述",
       "evidenceIds": [
-        "SR-E-codos"
+        "SR-E-codos",
+        "SR007F10-P-AI065",
+        "SR007F10-CODOS-HOME"
       ],
       "revenueStatus": "self",
       "classificationBasis": "按官方名录主营业务人工归类；行业标签不等于技术能力验证。",
-      "businessModel": "收费与交付结构待进一步核验"
+      "businessModel": "企业AI转型软件＋FDE实施及持续月度合作，工程师/访谈/集成/模型与维护工时需拆，不按纯软件利润推算",
+      "technicalReview": {
+        "level": "description",
+        "reviewedAt": "2026-11-01",
+        "summary": "已读投资方档案和当前官网/可读条款；内部基准、模型/Agent口号、界面结果不当独立测，未执行外部软件或安全测试。",
+        "evidenceIds": [
+          "SR007F10-P-AI065",
+          "SR007F10-CODOS-HOME"
+        ]
+      }
     },
     {
       "id": "AI066",
@@ -30980,26 +31035,40 @@
     {
       "id": "AI067",
       "name": "Abliteration.ai",
-      "url": "https://speedrun.a16z.com/companies/abliteration",
-      "cat": "C01",
+      "url": "https://abliteration.ai/",
+      "cat": "C02",
       "year": 2026,
       "team": 2,
       "location": "Palo Alto, California",
-      "business": "面向安全测试等场景提供模型访问服务",
+      "business": "提供衍生托管模型API、策略治理网关与训练数据生成访问。",
       "buyer": "安全专业人员与Agent测试团队",
-      "delivery": "投资机构公开资料中的经营声明；未测试实际产品或查阅合同",
+      "delivery": "模型API月用量额度/充值，企业容量/SLA另约；未调用模型或测试功能",
       "notes": "标题称700万ARR，正文称超过700万run rate，定义待核；原文仅给$符号或七位数，不将币种和时点补成已验证信息。",
       "cohort": "2026年成立（投资机构名录）",
       "teamBasis": "Speedrun Employees字段；2026-10-30访问，业务截至日未知",
-      "price": "本轮未核验实际收费套餐",
-      "stage": "存在自述收入声明；商业交付与留存未独立核验",
+      "price": "原$20/50/200月套餐含等额用量额度及折扣，预付充值独立；模型费明确USD/百万token分输入、缓存和输出，搜索另计",
+      "stage": "公开官网与交付/条款可读；原有自述收入保留，合同、留存和实际技术效果未独立核。",
       "sourceType": "a16z Speedrun投资机构资料中的公司自述",
       "evidenceIds": [
-        "SR-E-abliteration"
+        "SR-E-abliteration",
+        "SR007F10-P-AI067",
+        "SR007F10-ABLITERATION-HOME",
+        "SR007F10-ABLITERATION-PRICE"
       ],
       "revenueStatus": "self",
-      "classificationBasis": "按官方名录主营业务人工归类；行业标签不等于技术能力验证。",
-      "businessModel": "收费与交付结构待进一步核验"
+      "classificationBasis": "按当前衍生模型托管/API、网关和数据服务归C02；无独立自研通用基础模型证据，不因名录模型标签归C01",
+      "businessModel": "托管模型/API消费，月额度套餐＋独立预付充值；输入/缓存/输出与搜索分别计费，算力/安全治理/支持成本待核",
+      "technicalReview": {
+        "level": "description",
+        "reviewedAt": "2026-11-01",
+        "summary": "已读投资方档案和当前官网/可读条款；内部基准、模型/Agent口号、界面结果不当独立测，未执行外部软件或安全测试。",
+        "evidenceIds": [
+          "SR007F10-P-AI067",
+          "SR007F10-ABLITERATION-HOME",
+          "SR007F10-ABLITERATION-PRICE"
+        ]
+      },
+      "entityBasis": "Abliteration AI, Inc.官网页脚自述，精确注册及基础模型许可未核"
     },
     {
       "id": "AI068",
@@ -31029,25 +31098,39 @@
       "id": "AI069",
       "name": "Infragrid",
       "url": "https://speedrun.a16z.com/companies/infragrid",
-      "cat": "C05",
+      "cat": "C02",
       "year": 2026,
       "team": 2,
       "location": "San Francisco, California",
-      "business": "观察跨应用工作并通过记忆推荐自动化流程",
-      "buyer": "企业及知识工作团队",
-      "delivery": "投资机构公开资料中的经营声明；未测试实际产品或查阅合同",
-      "notes": "自述两周ARR30.2万（原文$），节时比例未经独立测试；原文仅给$符号或七位数，不将币种和时点补成已验证信息。",
+      "business": "当前官网面向实验室提供专家数据、环境与评测；投资方及条款另描述办公自动化/Runbooks，产品沿革待核。",
+      "buyer": "当前首页模型实验室；旧产品企业知识工作团队，实际买家收入占比未核",
+      "delivery": "专家数据/环境/评测联系入口，条款仍有Runbooks录屏/自动化，转向或并存未核",
+      "notes": "自述两周ARR30.2万（原文$），节时比例未经独立测试；原文仅给$符号或七位数，不将币种和时点补成已验证信息。 2026-11-01当前首页转为研究/专家数据/环境评测描述，条款仍Runbooks；转向/并存时点和302K历史ARR归属不清，当前分类不能作为财务同期业务分类。",
       "cohort": "2026年成立（投资机构名录）",
       "teamBasis": "Speedrun Employees字段；2026-10-30访问，业务截至日未知",
-      "price": "本轮未核验实际收费套餐",
-      "stage": "存在自述收入声明；商业交付与留存未独立核验",
+      "price": "旧Runbooks条款订单/自动续订，无当前实验室数据服务公开实价",
+      "stage": "公开官网与交付/条款可读；原有自述收入保留，合同、留存和实际技术效果未独立核。",
       "sourceType": "a16z Speedrun投资机构资料中的公司自述",
       "evidenceIds": [
-        "SR-E-infragrid"
+        "SR-E-infragrid",
+        "SR007F10-P-AI069",
+        "SR007F10-INFRAGRID-HOME",
+        "SR007F10-INFRAGRID-TERMS"
       ],
       "revenueStatus": "self",
-      "classificationBasis": "按官方名录主营业务人工归类；行业标签不等于技术能力验证。",
-      "businessModel": "收费与交付结构待进一步核验"
+      "classificationBasis": "按当前官网暂归C02，保留旧C05办公自动化证据；尚不能把旧产品ARR当模型数据设施同期收入",
+      "businessModel": "按当前首页暂归模型数据/评测设施，旧Runbooks订阅另列；数据许可/采集/专家/环境计算和实施净费需拆",
+      "technicalReview": {
+        "level": "description",
+        "reviewedAt": "2026-11-01",
+        "summary": "已读投资方档案和当前官网/可读条款；内部基准、模型/Agent口号、界面结果不当独立测，未执行外部软件或安全测试。",
+        "evidenceIds": [
+          "SR007F10-P-AI069",
+          "SR007F10-INFRAGRID-HOME",
+          "SR007F10-INFRAGRID-TERMS"
+        ]
+      },
+      "entityBasis": "Infragrid, Inc. Delaware条款自述，独立登记与新旧产品对应未核"
     },
     {
       "id": "AI070",
@@ -31736,7 +31819,8 @@
       "evidenceIds": [
         "SR26-ONTEM",
         "SR26-ONTEM-HOME",
-        "SR26-ONTEM-TERMS"
+        "SR26-ONTEM-TERMS",
+        "SR007F10-P-AI088"
       ],
       "businessModel": "应收软件与实施服务；未来融资服务与客户代收款需另列",
       "entityBasis": "成立年与团队数据投资机构名录；本轮未独立核验注册主体、当前股权及完整法律沿革。 官网条款运营者只写Ontem，完整法人名称仍缺。",
@@ -31770,7 +31854,8 @@
       "revenueStatus": "self",
       "evidenceIds": [
         "SR26-CYBERNETIC-PHYSICS",
-        "SR26-CYBERNETIC-PHYSICS-HOME"
+        "SR26-CYBERNETIC-PHYSICS-HOME",
+        "SR007F10-P-AI089"
       ],
       "businessModel": "机器人集成、部署及持续运维；硬件、实施和服务收入分拆待核",
       "entityBasis": "成立年与团队数据投资机构名录；本轮未独立核验注册主体、当前股权及完整法律沿革。",
@@ -31804,7 +31889,8 @@
       "revenueStatus": "self",
       "evidenceIds": [
         "SR26-LAZYWEB",
-        "SR26-LAZYWEB-HOME"
+        "SR26-LAZYWEB-HOME",
+        "SR007F10-P-AI090"
       ],
       "businessModel": "产品增长软件与代理工作流；订阅、用量及实施费用需按合同核",
       "entityBasis": "成立年与团队数据投资机构名录；本轮未独立核验注册主体、当前股权及完整法律沿革。",
@@ -31873,7 +31959,8 @@
       "revenueStatus": "unknown",
       "evidenceIds": [
         "SR26-ELU",
-        "SR26-ELU-HOME"
+        "SR26-ELU-HOME",
+        "SR007F10-P-AI092"
       ],
       "businessModel": "产品分析与代码修复软件，支持云/私有化部署；许可和实施合同待核",
       "entityBasis": "成立年与团队数据投资机构名录；本轮未独立核验注册主体、当前股权及完整法律沿革。",
@@ -31908,7 +31995,8 @@
       "evidenceIds": [
         "SR26-ATHENA",
         "SR26-ATHENA-HOME",
-        "SR26-ATHENA-LEGAL"
+        "SR26-ATHENA-LEGAL",
+        "SR007F10-P-AI093"
       ],
       "businessModel": "固定法律服务费，AI作为内部交付工具；不是默认出售SaaS订阅",
       "entityBasis": "官网法律声明列Athena Circle, a Professional Law Corporation与California Entity No. B20260352606；未查登记原件。不与YC30268 AthenaHQ品牌可见性软件合并。",
@@ -31942,7 +32030,8 @@
       "revenueStatus": "self",
       "evidenceIds": [
         "SR26-TENERA",
-        "SR26-TENERA-HOME"
+        "SR26-TENERA-HOME",
+        "SR007F10-P-AI094"
       ],
       "businessModel": "用户模拟与产品研究软件；试点、订阅和服务分拆待核",
       "entityBasis": "成立年与团队数据投资机构名录；本轮未独立核验注册主体、当前股权及完整法律沿革。",
@@ -31977,7 +32066,8 @@
       "evidenceIds": [
         "SR26-PREMAN",
         "SR26-PREMAN-HOME",
-        "SR26-PREMAN-SDK"
+        "SR26-PREMAN-SDK",
+        "SR007F10-P-AI095"
       ],
       "businessModel": "测试/修复平台、SDK与托管服务；许可和用量收费待核",
       "entityBasis": "官网页脚PreMan, Inc.并链接PreMan-Inc组织的SDK；精确注册未核，不将SDK组织名当注册证明。",
@@ -32046,7 +32136,8 @@
       "revenueStatus": "self",
       "evidenceIds": [
         "SR25-ONEGC",
-        "SR25-ONEGC-HOME"
+        "SR25-ONEGC-HOME",
+        "SR007F10-P-AI097"
       ],
       "businessModel": "技术平台加律师专业服务；覆盖事项固定月费，特殊事项另报固定费用",
       "entityBasis": "官网自述OneGC Law为提供法律服务的加州专业公司，OneGC, Inc.为独立技术平台公司；登记及各主体收入合并范围尚未独立核。",
@@ -32148,7 +32239,8 @@
       "revenueStatus": "self",
       "evidenceIds": [
         "SR25-DRS",
-        "SR25-DRS-HOME"
+        "SR25-DRS-HOME",
+        "SR007F10-P-AI100"
       ],
       "businessModel": "多应用组合经营；官网列订阅/定价基础设施，内购净收入及平台抽成分摊待核",
       "entityBasis": "机构成立字段与官网链接对应；精确法律注册、当前股权及集团合并范围待核。",
@@ -36210,7 +36302,8 @@
       "evidenceIds": [
         "TC26AG-INDEX",
         "TC26ENT1-BOUNTY-HOME",
-        "TC26ENT1-BOUNTY-ACCELERATOR"
+        "TC26ENT1-BOUNTY-ACCELERATOR",
+        "SR007F10-P-TC-BOUNTY"
       ],
       "revenueStatus": "unknown",
       "extraUrl": "https://speedrun.a16z.com/companies/bounty",
@@ -100966,6 +101059,314 @@
       "kind": "投资方及官网/条款与收入边界复核",
       "summary": "称Zoah Inc.；USD月/年预付、协作者/Viewer席位、AI成本额度及预付充值，另有市场佣金；可退出模型训练。",
       "limitation": "部分免责/争议文字仍写OPACITY，须对齐实际主体/订单；退款/未用额度和第三方模型成本需核，不把市场交易总额归订阅ARR。"
+    },
+    {
+      "id": "SR007F10-P-AI067",
+      "companyId": "AI067",
+      "title": "Abliteration.ai：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/abliteration",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、2人，与既有记录相符。安全研究场景模型访问；标题原$7M ARR、正文7M以上run rate仍并存。",
+      "limitation": "run rate未证明经常性，不新增ARR；仅核经营模式，不读取或运行攻击实现。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI057",
+      "companyId": "AI057",
+      "title": "Alia：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/alia",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2025、6人，与既有记录相符。协调团队/跨工具工作，原$115K live ARR、三个月相对时长；客户平台月1亿订单。",
+      "limitation": "原财务记录保留，不把客户订单量、前Stone15000人或创始人旧用户归Alia。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI093",
+      "companyId": "AI093",
+      "title": "Athena（athena.lawyer）：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/athena",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、6人，与既有记录相符。AI辅助固定费律所，16关系含委托与design partners，约原$700K committed legal fees。",
+      "limitation": "承诺法律费非已实现ARR，旧Legora100M ARR不归Athena；不提供法律建议。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-TC-BOUNTY",
+      "companyId": "TC-BOUNTY",
+      "title": "Bounty：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/bounty",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、2人，与既有记录相符。Agent成果市场；9月1M+年化GMV、10月预计1.5M+；15企业每月15K+客户承诺、200+第三方Agent。",
+      "limitation": "GMV/承诺/未来值非净收入，第三方Agent非雇员，旧创业2M业绩不继承，不重复观测。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI064",
+      "companyId": "AI064",
+      "title": "Cluster：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/cluster",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、3人，与既有记录相符。GTM MCP/工具设施，11周原$260K+ARR；自测称30%快/4倍便宜，客户新增数百万销售管线。",
+      "limitation": "自测非独立结果，客户管线不是Cluster收入，原ARR无精确日期/币种，不重复里程碑。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI065",
+      "companyId": "AI065",
+      "title": "Codos：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/codos",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、5人，与既有记录相符。企业AI转型/虚拟CAIO，七位数live ARR，客户10M+经营影响，含实施团队。",
+      "limitation": "七位数只是范围，客户影响和市场500B非自身收入，不能假定纯软件利润。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI089",
+      "companyId": "AI089",
+      "title": "Cybernetic Physics：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/cybernetic-physics",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、4人，与既有记录相符。部署第三方人形/移动机器人于数据中心，8周原$828K live ARR；DeepAI十余机器人合同。",
+      "limitation": "第三方硬件、部署和持续运维需拆，合同台数不等交付台数或独立收入，旧论文非当前系统独立测。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI100",
+      "companyId": "AI100",
+      "title": "DRS：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/drs",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2025、10人，与既有记录相符。2025消费应用工作室，10人、三应用合计原$1.3M ARR，第二应用30日400K。",
+      "limitation": "第二应用属于组合，不与总额再加；旧40M ARR/125M收购/旧游戏5亿安装非DRS。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI092",
+      "companyId": "AI092",
+      "title": "Elu：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/elu",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、2人，与既有记录相符。用户会话→问题→修复/验证，模型许可/客户基础设施；ARR八倍增长、600+接入、2M+管线。",
+      "limitation": "无绝对ARR不能从倍数补金额，接入不等付费，名企管线不作收入。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI069",
+      "companyId": "AI069",
+      "title": "Infragrid：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/infragrid",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、2人，与既有记录相符。跨应用行为/记忆推荐自动化，原$302K ARR两周里程碑与节时70%自述。",
+      "limitation": "当前官网改为实验室专家数据/环境/评测，条款仍描述Runbooks自动化；并存/转向和旧ARR对应范围未核，不迁新业务。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI090",
+      "companyId": "AI090",
+      "title": "Lazyweb：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/lazyweb",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、2人，与既有记录相符。产品增长AI，原$1M live ARR两个月；旧Discord/Duolingo/Photomath履历。",
+      "limitation": "旧500M出售金额和旧雇主收入非Lazyweb，未独立核付款/留存或产品效果。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI043",
+      "companyId": "AI043",
+      "title": "Nexor AI：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/nexor-ai",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、8人，与既有记录相符。收入Agent设施，五个月原$2.5M ARR、270客户、19国、每日20万余对话自述。",
+      "limitation": "旧房地产交易/融资及患者规模不迁；官网另一客户分母需同期对齐，原ARR不新增重复。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI097",
+      "companyId": "AI097",
+      "title": "OneGC：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/onegc",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2025、3人，与既有记录相符。2025法律平台，原$1.18M以上ARR旁括420K in pilot、50多客户，年订阅法律额度。",
+      "limitation": "1.18M/420K包含或另计不明，不相加减；平台与律所及官网月费需按合同拆，旧Dibbs财务不继承。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI088",
+      "companyId": "AI088",
+      "title": "Ontem：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/ontem",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、2人，与既有记录相符。应收开票/催收及未来融资，六周原$25K signed ARR、1M+管线，预计10月末60M年化交易量。",
+      "limitation": "signed不等上线履约，代收交易量/未来融资非平台净收入，不因月份已过将预测变实际。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI095",
+      "companyId": "AI095",
+      "title": "PreMan：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/preman",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、2人，与既有记录相符。自适应QA测试/修复，原$170K ARR；Surt AI旧1M ARR及创始人研究履历。",
+      "limitation": "当前产品与SDK公开分开，旧事业财务不归PreMan，独立产品性能与实际合同仍未核。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI063",
+      "companyId": "AI063",
+      "title": "Proper Motion：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/proper-motion",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2025、3人，与既有记录相符。Agent持续学习设施，2025、3人，三周私测原$270K+ARR及2M管线。",
+      "limitation": "私测原标签保留，原OpenAI用户/旧Citadel八位PnL不归新公司；嵌入式工程交付净费/人力需核。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-P-AI094",
+      "companyId": "AI094",
+      "title": "Tenera：SR007复用档案逐项重读",
+      "url": "https://speedrun.a16z.com/companies/tenera",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "既有公司独立档案与经营口径复核",
+      "summary": "投资方仍列成立2026、3人，与既有记录相符。模拟用户预测产品反应，2026、3人、三周原$300K+ARR，企业试点转合同及40余管线。",
+      "limitation": "85%准确率无独立测试，客户商业效果/旧Uber营收非自身收入，试点/管线不重复加ARR。 机构有投资利益关系，成立/人数/财务不等独立审计，读取日非财务截至日。"
+    },
+    {
+      "id": "SR007F10-ALIA-HOME",
+      "companyId": "AI057",
+      "title": "Alia跨工具协调及模拟情境",
+      "url": "https://usealia.com/",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "复用公司当前官网/条款与交付复核",
+      "summary": "跨工具关系/上下文和Slack提醒、协同跟进，示例中续约/任务/对话为展示。",
+      "limitation": "官网未给价表，提醒/解决状态不等实际交付或付费客户；旧Stone员工数不归Alia。"
+    },
+    {
+      "id": "SR007F10-ALIA-TERMS",
+      "companyId": "AI057",
+      "title": "Alia运营主体与数据权限",
+      "url": "https://auth.usealia.com/terms",
+      "publishedAt": "2026-08-21",
+      "accessedAt": "2026-11-01",
+      "kind": "复用公司当前官网/条款与交付复核",
+      "summary": "Prosieve, Inc. doing business as Alia；企业使用、订单定收费/额度，跨可见边界可要求批准；通用训练默认不使用客户内容，Slack/Google另有更严格限制。",
+      "limitation": "登记/关联主体合并范围未独立核；禁训练不等无客户索引/嵌入或全部数据本地，需审核重要输出/行为。"
+    },
+    {
+      "id": "SR007F10-CLUSTER-HOME",
+      "companyId": "AI064",
+      "title": "Cluster数据/外联工具与自测边界",
+      "url": "https://www.getcluster.ai/",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "复用公司当前官网/条款与交付复核",
+      "summary": "GTM MCP/CLI，50余数据源、信号/查找/序列/礼物；宣称内测任务性能，提供免费试用及客户推荐语。",
+      "limitation": "免费试用非付费，内部基准非独立测；数据/外联/礼物成本及授权需拆，例子来源/指标非自身财务，不实际外联或发送礼物。"
+    },
+    {
+      "id": "SR007F10-CLUSTER-TERMS",
+      "companyId": "AI064",
+      "title": "Cluster订单、用量及第三方成本",
+      "url": "https://www.getcluster.ai/terms",
+      "publishedAt": "2026-09-03",
+      "accessedAt": "2026-11-01",
+      "kind": "复用公司当前官网/条款与交付复核",
+      "summary": "Cluster Software Inc. Delaware自述，订阅/约定用量按订单，第三方账户费用另循其条款；试用转付费须同意，未用额度通常不退。",
+      "limitation": "当前具体实价/净费未读，数据访问不等有联系许可，自动行为需配置权限及人工审核，登记/履约未独立核。"
+    },
+    {
+      "id": "SR007F10-CODOS-HOME",
+      "companyId": "AI065",
+      "title": "Codos明确FDE与持续月度合作",
+      "url": "https://www.codos.ai/",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "复用公司当前官网/条款与交付复核",
+      "summary": "员工访谈/公司brain/虚拟CAIO，300–3000人客户目标；30日试点后持续月度合作，驻场工程师部署并帮助建立内部能力。",
+      "limitation": "客户规模非公司员工；演示26.4M营收/18.2%净利等非Codos财务；10倍ROI/自进化未独立验证，月合作不自动等纯软件ARR。"
+    },
+    {
+      "id": "SR007F10-INFRAGRID-HOME",
+      "companyId": "AI069",
+      "title": "Infragrid当前首页与旧主营不一致",
+      "url": "https://infragrid.ai/",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "复用公司当前官网/条款与交付复核",
+      "summary": "当前公开首页写面向前沿模型实验室的研究和专家数据、环境、评测。",
+      "limitation": "与投资方办公自动化和当前法律条款Runbooks描述不同；可能转向/并存未证，历史302K ARR不能归当前新业务口径，具体收入组成缺。"
+    },
+    {
+      "id": "SR007F10-INFRAGRID-TERMS",
+      "companyId": "AI069",
+      "title": "Infragrid条款仍保留Runbooks与不训练声明",
+      "url": "https://infragrid.ai/legal/terms-of-service",
+      "publishedAt": "2026-09-10",
+      "accessedAt": "2026-11-01",
+      "kind": "复用公司当前官网/条款与交付复核",
+      "summary": "生效10月10日，自述Infragrid, Inc. Delaware；明确用户启动/停止录屏及Runbooks，不持续录屏；客户资料不训练模型，订阅按订单。",
+      "limitation": "与当前首页专家数据业务的来源/授权/合同关系未核；声明不训练客户内容不等不能售另行授权数据，两产品数据边界须确认，不能直接推矛盾造假。"
+    },
+    {
+      "id": "SR007F10-PROPER-HOME",
+      "companyId": "AI063",
+      "title": "Proper Motion嵌入式学习工程交付",
+      "url": "https://www.propermotion.ai/",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "复用公司当前官网/条款与交付复核",
+      "summary": "持续学习/行为与结果反馈闭环；明确嵌入客户代码库和团队、客户拥有stack且位于客户基础设施，high-touch合作。",
+      "limitation": "不是已证明自助SaaS，配置/工程师工时、训练/观测及维护成本需核；privacy-first不等全部后端无资料，实际合同缺。"
+    },
+    {
+      "id": "SR007F10-PROPER-TERMS",
+      "companyId": "AI063",
+      "title": "Proper Motion DBA与Virgo产品范围",
+      "url": "https://www.propermotion.ai/terms",
+      "publishedAt": "2026-08-14",
+      "accessedAt": "2026-11-01",
+      "kind": "复用公司当前官网/条款与交付复核",
+      "summary": "GAIA REAL ESTATE AI INC. doing business as Proper Motion，覆盖Virgo应用/API/SDK/CLI；具体费期按订单，生成建议/代码需审核，司法辖区仍有confirm county占位。",
+      "limitation": "法人名称/品牌/产品沿革和独立登记未核，不因Real Estate名称改主营或推新成立；占位仅补证，不直接推造假。"
+    },
+    {
+      "id": "SR007F10-ABLITERATION-HOME",
+      "companyId": "AI067",
+      "title": "Abliteration托管模型和治理网关",
+      "url": "https://abliteration.ai/",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "复用公司当前官网/条款与交付复核",
+      "summary": "托管模型API、Policy Gateway与数据生成服务，首页称GLM-5.3作为Abliterated Large v2；月额度及预付访问。",
+      "limitation": "只读商业模式/计费，不执行SDK、模型或攻击示例；基础模型衍生/托管不等自行训练通用前沿模型，隐私/性能声明未独立核。"
+    },
+    {
+      "id": "SR007F10-ABLITERATION-PRICE",
+      "companyId": "AI067",
+      "title": "Abliteration月额度、充值与token单价",
+      "url": "https://abliteration.ai/pricing",
+      "publishedAt": null,
+      "accessedAt": "2026-11-01",
+      "kind": "复用公司当前官网/条款与交付复核",
+      "summary": "Developer/Growth/Scale原$20/50/200每月含等额用量额度及折扣，一次充值独立；模型表明确USD/百万token，输入/缓存/输出分别计费，搜索另计。",
+      "limitation": "价表不是已实现MRR/ARR；额度充值/消费不能重复算收入，当前USD模型费不补历史7M声明币种；退款、未用预收和推理/网关成本需核。"
     }
   ],
   "reviews": [
@@ -110724,6 +111125,139 @@
         "SR007F9-ZOAH-SR",
         "SR007F9-ZORBE-SR"
       ]
+    },
+    {
+      "id": "SR007F10-R-COVERAGE",
+      "type": "SR007全部79档案读取与有限覆盖",
+      "company": "SR007公开名单",
+      "scope": "dataset",
+      "summary": "原62个补读＋本轮17复用重读；71关联、Alven1冲突、6AI主营待核、scaledrive1超年，未新增公司或重复经营观测。",
+      "handling": "所有档案可读不等成立/财务真实、技术有效或全源完成；下一步处理七项未决、其他批次公开边界和各公司合同/财务缺项。",
+      "evidenceIds": [
+        "SR007F10-P-AI067",
+        "SR007F10-P-AI057",
+        "SR007F10-P-AI093",
+        "SR007F10-P-TC-BOUNTY",
+        "SR007F10-P-AI064",
+        "SR007F10-P-AI065",
+        "SR007F10-P-AI089",
+        "SR007F10-P-AI100",
+        "SR007F10-P-AI092",
+        "SR007F10-P-AI069",
+        "SR007F10-P-AI090",
+        "SR007F10-P-AI043",
+        "SR007F10-P-AI097",
+        "SR007F10-P-AI088",
+        "SR007F10-P-AI095",
+        "SR007F10-P-AI063",
+        "SR007F10-P-AI094"
+      ]
+    },
+    {
+      "id": "SR007F10-R-IDENTITY",
+      "type": "品牌/法人与多产品交付边界",
+      "company": "Alia、Proper Motion、Infragrid",
+      "companyIds": [
+        "AI057",
+        "AI063",
+        "AI069"
+      ],
+      "scope": "companies",
+      "summary": "Alia为Prosieve DBA、Proper Motion条款为GAIA REAL ESTATE AI INC. DBA/含Virgo；Infragrid条款Runbooks与首页实验室数据不同。",
+      "handling": "法人名称不直接决定当前行业/成立年，独立登记与沿革、产品范围/时点需核；Proper条款司法辖区占位只补证，不能据此判断造假。",
+      "evidenceIds": [
+        "SR007F10-ALIA-TERMS",
+        "SR007F10-PROPER-TERMS",
+        "SR007F10-INFRAGRID-HOME",
+        "SR007F10-INFRAGRID-TERMS"
+      ]
+    },
+    {
+      "id": "SR007F10-R-RECLASSIFY",
+      "type": "模型托管与数据设施按当前交付归类",
+      "company": "Abliteration.ai、Infragrid",
+      "companyIds": [
+        "AI067",
+        "AI069"
+      ],
+      "scope": "companies",
+      "summary": "Abliteration原C01按托管衍生模型API/策略网关改C02；Infragrid按当前首页数据/环境/评测暂归C02，旧C05业务资料不删。",
+      "handling": "旧Infragrid302K ARR只能对应原证据产品时点，不作当前数据业务同期均值；Abliteration标题ARR/正文run rate继续未解决，不重复观测，不把当前USD费表补历史币种。",
+      "evidenceIds": [
+        "SR007F10-ABLITERATION-HOME",
+        "SR007F10-ABLITERATION-PRICE",
+        "SR007F10-INFRAGRID-HOME",
+        "SR007F10-INFRAGRID-TERMS"
+      ]
+    },
+    {
+      "id": "SR007F10-R-FINANCE",
+      "type": "复用档案收入与客户/旧事业指标不重复",
+      "company": "Abliteration.ai、Alia、Athena（athena.lawyer）、Bounty、Cluster、Codos、Cybernetic Physics、DRS、Elu、Infragrid、Lazyweb、Nexor AI、OneGC、Ontem、PreMan、Proper Motion、Tenera",
+      "companyIds": [
+        "AI067",
+        "AI057",
+        "AI093",
+        "TC-BOUNTY",
+        "AI064",
+        "AI065",
+        "AI089",
+        "AI100",
+        "AI092",
+        "AI069",
+        "AI090",
+        "AI043",
+        "AI097",
+        "AI088",
+        "AI095",
+        "AI063",
+        "AI094"
+      ],
+      "scope": "companies",
+      "summary": "17个独立档案成立/人数与原记录一致，已有ARR/年化/签约/试点/管线继续原口径；OneGC试点覆盖、Abliteration标题正文及Elu无绝对金额仍未解决。",
+      "handling": "不以重读重复导入里程碑，不把旧事业、客户订单/交易/资产或模型基准当自身财务；Codos/Proper工程服务、Abliteration月额度/预付和Cluster数据/外联成本须拆，未新增可比ARR/MRR。",
+      "evidenceIds": [
+        "SR007F10-P-AI067",
+        "SR007F10-P-AI057",
+        "SR007F10-P-AI093",
+        "SR007F10-P-TC-BOUNTY",
+        "SR007F10-P-AI064",
+        "SR007F10-P-AI065",
+        "SR007F10-P-AI089",
+        "SR007F10-P-AI100",
+        "SR007F10-P-AI092",
+        "SR007F10-P-AI069",
+        "SR007F10-P-AI090",
+        "SR007F10-P-AI043",
+        "SR007F10-P-AI097",
+        "SR007F10-P-AI088",
+        "SR007F10-P-AI095",
+        "SR007F10-P-AI063",
+        "SR007F10-P-AI094",
+        "SR007F10-CODOS-HOME",
+        "SR007F10-PROPER-HOME",
+        "SR007F10-CLUSTER-TERMS",
+        "SR007F10-ABLITERATION-PRICE"
+      ]
+    },
+    {
+      "id": "MODEL1-EMBEDDED-LEARNING",
+      "type": "商业模式初评",
+      "company": "企业试点＋嵌入式工程与持续学习合作",
+      "companyIds": [
+        "AI065",
+        "AI063"
+      ],
+      "scope": "companies",
+      "summary": "已核事实：Codos以30日试点后月合作交付公司上下文/流程自动化，明确FDE；Proper Motion在客户代码库及基础设施嵌入工程团队，客户拥有学习stack。两者有投资方ARR自述，但工程/模型/持续维护净贡献缺底表。",
+      "handling": "待验证判断：可先卖边界明确、可验收的企业试点，再评估能否复用连接器/上下文和学习闭环转为持续收费。我们的试验需分记诊断/接入/工程师与专家工时、模型/观测/数据授权、重试返工、维护升级、验收/回款、试点转持续合同及30/90日留存。必须同时看每客户工时下降、退款后净实收和毛利；客户拥有stack可能降低长期锁定，持续付款需靠可量化维护/改进价值。月合作不当纯软件倍数，不把客户节省等同自身收入。",
+      "evidenceIds": [
+        "SR007F10-CODOS-HOME",
+        "SR007F10-PROPER-HOME",
+        "SR007F10-PROPER-TERMS",
+        "SR007F10-P-AI065",
+        "SR007F10-P-AI063"
+      ]
     }
   ],
   "coverage": {
@@ -123844,22 +124378,23 @@
       "sourceId": "S14",
       "url": "https://speedrun.a16z.com/companies",
       "accessedAt": "2026-11-01",
-      "scope": "匿名公开HTML默认SR007载荷79个唯一ID/slug；count79、next/previous空，75普通UUID链接。当前71关联（17复用、54本系列新增）、1成立/主体待核（Alven已读冲突）、6AI主营待核、1超年（scaledrive2024）。本系列累计补读62个独立档案；17个复用位置本系列仅目录，既有核查见公司证据，未宣称本系列79档案全部重读。非所有批次/两年全量。",
+      "scope": "匿名公开HTML默认SR007载荷79个唯一ID/slug；count79、next/previous空，75普通UUID链接。当前71关联（17复用、54本系列新增）、Alven1年份/主体冲突、6AI主营待核、scaledrive2024超年1。本系列79个独立档案均已逐项读取，含17复用档案重读；公司/经营观测未因此重复，独立登记/履约/技术等缺项保留。非所有批次/两年全量。",
       "complete": false,
       "records": [
         {
           "id": "SR007R-C01",
           "name": "Abliteration.ai",
           "url": "https://speedrun.a16z.com/companies/abliteration",
-          "categoryId": "C01",
+          "categoryId": "C02",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR-E-abliteration"
+            "SR-E-abliteration",
+            "SR007F10-P-AI067"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI067"
         },
         {
@@ -123898,13 +124433,14 @@
           "url": "https://speedrun.a16z.com/companies/alia",
           "categoryId": "C05",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "E097"
+            "E097",
+            "SR007F10-P-AI057"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI057"
         },
         {
@@ -123931,13 +124467,14 @@
           "url": "https://speedrun.a16z.com/companies/athena",
           "categoryId": "C07",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR26-ATHENA"
+            "SR26-ATHENA",
+            "SR007F10-P-AI093"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI093"
         },
         {
@@ -123994,13 +124531,14 @@
           "url": "https://speedrun.a16z.com/companies/bounty",
           "categoryId": "C05",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "TC26ENT1-BOUNTY-ACCELERATOR"
+            "TC26ENT1-BOUNTY-ACCELERATOR",
+            "SR007F10-P-TC-BOUNTY"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "TC-BOUNTY"
         },
         {
@@ -124074,13 +124612,14 @@
           "url": "https://speedrun.a16z.com/companies/cluster",
           "categoryId": "C06",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR-E-cluster"
+            "SR-E-cluster",
+            "SR007F10-P-AI064"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI064"
         },
         {
@@ -124089,13 +124628,14 @@
           "url": "https://speedrun.a16z.com/companies/codos",
           "categoryId": "C05",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR-E-codos"
+            "SR-E-codos",
+            "SR007F10-P-AI065"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI065"
         },
         {
@@ -124205,13 +124745,14 @@
           "url": "https://speedrun.a16z.com/companies/cybernetic-physics",
           "categoryId": "C10",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR26-CYBERNETIC-PHYSICS"
+            "SR26-CYBERNETIC-PHYSICS",
+            "SR007F10-P-AI089"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI089"
         },
         {
@@ -124236,13 +124777,14 @@
           "url": "https://speedrun.a16z.com/companies/drs",
           "categoryId": "C08",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR25-DRS"
+            "SR25-DRS",
+            "SR007F10-P-AI100"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI100"
         },
         {
@@ -124251,13 +124793,14 @@
           "url": "https://speedrun.a16z.com/companies/elu",
           "categoryId": "C04",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR26-ELU"
+            "SR26-ELU",
+            "SR007F10-P-AI092"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI092"
         },
         {
@@ -124368,15 +124911,16 @@
           "id": "SR007R-C33",
           "name": "Infragrid",
           "url": "https://speedrun.a16z.com/companies/infragrid",
-          "categoryId": "C05",
+          "categoryId": "C02",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR-E-infragrid"
+            "SR-E-infragrid",
+            "SR007F10-P-AI069"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI069"
         },
         {
@@ -124435,13 +124979,14 @@
           "url": "https://speedrun.a16z.com/companies/lazyweb",
           "categoryId": "C06",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR26-LAZYWEB"
+            "SR26-LAZYWEB",
+            "SR007F10-P-AI090"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI090"
         },
         {
@@ -124548,15 +125093,16 @@
           "url": "https://speedrun.a16z.com/companies/nexor-ai",
           "categoryId": "C06",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
             "E043",
             "E103",
-            "NEXOR-CURRENCY-RECHECK"
+            "NEXOR-CURRENCY-RECHECK",
+            "SR007F10-P-AI043"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI043"
         },
         {
@@ -124581,13 +125127,14 @@
           "url": "https://speedrun.a16z.com/companies/onegc",
           "categoryId": "C07",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR25-ONEGC"
+            "SR25-ONEGC",
+            "SR007F10-P-AI097"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI097"
         },
         {
@@ -124596,13 +125143,14 @@
           "url": "https://speedrun.a16z.com/companies/ontem",
           "categoryId": "C06",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR26-ONTEM"
+            "SR26-ONTEM",
+            "SR007F10-P-AI088"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI088"
         },
         {
@@ -124734,13 +125282,14 @@
           "url": "https://speedrun.a16z.com/companies/preman",
           "categoryId": "C04",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR26-PREMAN"
+            "SR26-PREMAN",
+            "SR007F10-P-AI095"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI095"
         },
         {
@@ -124767,13 +125316,14 @@
           "url": "https://speedrun.a16z.com/companies/proper-motion",
           "categoryId": "C03",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR-E-proper-motion"
+            "SR-E-proper-motion",
+            "SR007F10-P-AI063"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI063"
         },
         {
@@ -125022,13 +125572,14 @@
           "url": "https://speedrun.a16z.com/companies/tenera",
           "categoryId": "C05",
           "kind": "company",
-          "profileStatus": "archive-only",
+          "profileStatus": "readable",
           "status": "linked",
           "evidenceIds": [
             "SR007R-ROSTER",
-            "SR26-TENERA"
+            "SR26-TENERA",
+            "SR007F10-P-AI094"
           ],
-          "note": "SR007公开目录发现位置；按任务/行业标签作候选初分类，不把批次当成立年或把宣传营收转为财务观测。已按唯一档案链接关联公司，原始公司与收入不重复计数。",
+          "note": "已重读投资方独立档案，成立年/人数与既有公司一致；复用原公司ID和财务观测，不重复计数。当前主营/主体/收入限制见新证据与公司核查。",
           "companyId": "AI094"
         },
         {
diff --git a/content/research/ai-companies.sources.json b/content/research/ai-companies.sources.json
index f100ae7..f34ae42 100644
--- a/content/research/ai-companies.sources.json
+++ b/content/research/ai-companies.sources.json
@@ -1,5 +1,5 @@
 {
-  "version": "2026-11-01-sr007-followup-9",
+  "version": "2026-11-01-sr007-followup-10",
   "scopeConfirmedAt": "2026-10-30",
   "acceptance": "以确认的公开来源清单为边界，逐条核对并标明缺项。",
   "provenance": "S01—S12恢复自已提交用户的《AI公司研究_来源与分类模板》来源清单；S13—S16单列后续已使用的补充证据渠道，不将使用次数当作全量覆盖。",
@@ -3040,8 +3040,8 @@
         "speedrun.a16z.com"
       ],
       "initialAccess": "见具体证据访问记录",
-      "boundary": "原有定向个案保留。2026-11-01匿名普通HTML默认SR007载荷79条唯一ID/slug、75普通UUID链接，count79且next/previous空。当前71关联（17复用、54本系列新增）、Alven1年份/主体冲突、6AI主营待核、scaledrive2024超年1；本系列补读62独立档案，17复用位置本系列只目录、既有核查链接公司证据，不声称79均重读。未执行站点脚本/私有接口；SR005/SR006参数仍返回SR007，不认其他批次或两年全量。Bric/Coherence/KIRA/Leonidas/Mecone/PhotonSpear当前AI主营未明。签约/cARR/管线/融资、客户资产/回款、旧事业业绩和界面财务不当已实现收入；live ARR、年度合同标签、年化服务和累计收入分别保留，财务日期/币种/净费不补造。软件订阅、额度充值、模型定制/运行、专业/人工托管、云存储、评测、硬件、金融手续费及旅行采购按交付拆开。所有公司交付/技术/收费缺项见关联证据和核查记录；公开说明、未发布功能、公开制品与独立测试分级。Sterling条款法人占位及Zoah的OPACITY残留只作补证，不能据此推造假。",
-      "nextCheck": "先对17个复用位置的既有档案证据逐项核对，不能只据目录称79档案全部审阅；继续核Alven2024主体/2025品牌沿革及6项AI主营。再建立其他批次可验证公开边界，不按请求参数认成功。公司层面补独立登记、真实合同/履约/取消、币种与财务日、经常性净费、模型/人工/资料授权/存储和渠道成本；重点包括Sterling年合同净费与法人、Vene个人/机构实付、Valent年化业务组成、Truli单次/订阅、Zoah训练退出/席位额度/运营者、Foundry公告/制品及Vound具体产品。其余公司核查缺项继续保留，不以本批可读证明全部真实。",
+      "boundary": "原有定向个案保留。2026-11-01匿名普通HTML默认SR007载荷79条唯一ID/slug、75普通UUID链接，count79且next/previous空。当前71关联（17复用、54本系列新增）、Alven1年份/主体冲突、6AI主营待核、scaledrive2024超年1；本系列已读79独立档案（62补读＋17复用重读），全部位置有对应档案证据；复用原ID/观测，不新增重复公司。未执行站点脚本/私有接口；SR005/SR006参数仍返回SR007，不认其他批次或两年全量。Bric/Coherence/KIRA/Leonidas/Mecone/PhotonSpear当前AI主营未明。签约/cARR/管线/融资、客户资产/回款、旧事业业绩和界面财务不当已实现收入；live ARR、年度合同标签、年化服务和累计收入分别保留，财务日期/币种/净费不补造。软件订阅、额度充值、模型定制/运行、专业/人工托管、云存储、评测、硬件、金融手续费及旅行采购按交付拆开。所有公司交付/技术/收费缺项见关联证据和核查记录；公开说明、未发布功能、公开制品与独立测试分级。Sterling条款法人占位及Zoah的OPACITY残留只作补证，不能据此推造假。 本轮官网复核中Infragrid首页实验室数据/评测与条款Runbooks并列，当前暂C02但旧ARR不迁产品；Abliteration托管/API按C02，标题/正文口径不明仍保留。Codos/Proper明确含嵌入式工程，非纯自助软件假定。",
+      "nextCheck": "已完成17复用独立档案重读；继续核Alven2024主体/2025品牌沿革及6项AI主营。再建立其他批次可验证公开边界，不按请求参数认成功。公司层面补独立登记、真实合同/履约/取消、币种与财务日、经常性净费、模型/人工/资料授权/存储和渠道成本；重点包括Sterling年合同净费与法人、Vene个人/机构实付、Valent年化业务组成、Truli单次/订阅、Zoah训练退出/席位额度/运营者、Foundry公告/制品及Vound具体产品。其余公司核查缺项继续保留，不以本批可读证明全部真实。 Infragrid数据业务/旧Runbooks的产品沿革、合同与数据许可，Abliteration衍生模型权利/预收消费，Alia Prosieve及Proper GAIA/Virgo主体关系，Codos/Proper试点转续费及工程工时需补。",
       "limitation": "来源可读不等于声明已独立验证。",
       "rosterAudit": {
         "url": "https://speedrun.a16z.com/companies",
diff --git a/content/research/ai-income-analysis.json b/content/research/ai-income-analysis.json
index 3ba106e..16566ba 100644
--- a/content/research/ai-income-analysis.json
+++ b/content/research/ai-income-analysis.json
@@ -1,5 +1,5 @@
 {
-  "sourceVersion": "2026-11-01-sr007-followup-9",
+  "sourceVersion": "2026-11-01-sr007-followup-10",
   "asOf": "2026-11-01",
   "metric": "platform-mrr-usd",
   "sampleUnit": "product-or-business",