research: link DeepGrove model artifacts and separate candidate revenue boundaries

2026-10-31 21:51:18 +08:00
parent 5cbaa013a7
commit 2c1f35f000
5 changed files with 249 additions and 29 deletions
@@ -182,9 +182,9 @@ async function main() {
  assert.equal(researchResponse.status, 200, "authenticated research API");
  assert.ok(researchResponse.headers.get("cache-control")?.includes("no-store"));
  const research = await researchResponse.json();
-  assert.equal(research.companies.length, 1188);
+  assert.equal(research.companies.length, 1189);
  assert.equal(research.categories.length, 11);
-  assert.equal(research.evidence.length, 4412);
+  assert.equal(research.evidence.length, 4423);
  assert.equal(research.observations.length, 453);
  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 });
@@ -104,8 +104,8 @@ test("research revisions share the authentication database and preserve replay l
    for (let i = 0; i < 20; i++) consumeCode(config, "invalid");
    assert.equal(consumeCode(config, "invalid"), "limited");
    const initial = readResearchSnapshot();
-    assert.equal(initial.companies.length, 1188);
-    assert.equal(initial.evidence.length, 4412);
+    assert.equal(initial.companies.length, 1189);
+    assert.equal(initial.evidence.length, 4423);
    assert.equal(initial.observations.length, 453);
    assert.deepEqual(initial.candidateBatches, seed.candidateBatches, "candidate gaps persist in the same database metadata");
    assert.deepEqual(initial.directoryRechecks, seed.directoryRechecks, "follow-up classifications persist without rewriting the discovery audit");
@@ -146,7 +146,7 @@ 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, 200);
-  assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 111);
+  assert.equal(snapshot.reviews.filter((r) => r.scope === "dataset").length, 113);
  assert.equal(snapshot.reviews.filter((r) => r.scope === "excluded-candidate").length, 44);
  const review = snapshot.reviews.find((r) => r.id === "R4")!;
  assert.deepEqual(reviewCompanyIds(snapshot, review), ["AI007", "AI013", "AI021", "AI034"]);
@@ -166,11 +166,11 @@ test("reviews link explicit companies without turning global or excluded cases i
 test("disclosure counts exclude client income, biographies, targets and duplicate milestones", () => {
  const snapshot = seed as ResearchSnapshot;
  const summary = categorySummary(snapshot);
-  assert.equal(summary.reduce((n, c) => n + c.count, 0), 1188);
+  assert.equal(summary.reduce((n, c) => n + c.count, 0), 1189);
  assert.equal(summary.reduce((n, c) => n + c.self, 0), 58);
  assert.equal(summary.reduce((n, c) => n + c.estimate, 0), 2);
  assert.equal(summary.reduce((n, c) => n + c.platform, 0), 19);
-  assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1109);
+  assert.equal(summary.reduce((n, c) => n + c.unknown, 0), 1110);
  assert.equal(snapshot.companies.find((c) => c.name === "Rork")?.revenueStatus, "unknown");
  assert.equal(snapshot.companies.find((c) => c.name === "Result")?.revenueStatus, "unknown");
  assert.ok(snapshot.observations.filter((o) => o.selection === "signal").every((o) => o.scope === "公司整体"));
@@ -205,8 +205,8 @@ 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, 173);
-  assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 24);
+  assert.equal(snapshot.companies.filter((c) => c.technicalReview).length, 174);
+  assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "public-artifact").length, 25);
  assert.equal(snapshot.companies.filter((c) => c.technicalReview?.level === "independent-test").length, 1);
  assert.equal(snapshot.companies.find((c) => c.id === "AI051")?.revenueStatus, "unknown");
  assert.match(snapshot.companies.find((c) => c.id === "AI051")!.technicalReview!.testScope!, /Sep 2026/);
@@ -579,9 +579,9 @@ test("a second uncertain cohort admits evidenced AI tasks while preserving auton
  const original = coverageAudit.records.filter((r) => r.status === "ai-unclear").slice(24, 48);
  assert.equal(batch.complete, false);
  assert.deepEqual(batch.records.map((r) => r.url), original.map((r) => r.source));
-  assert.equal(batch.records.filter((r) => r.status === "linked").length, 13);
-  assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 11);
-  for (const name of ["Albacore Inc.", "Perseus Defense", "Munify", "Ruvo", "DeepGrove"]) {
+  assert.equal(batch.records.filter((r) => r.status === "linked").length, 14);
+  assert.equal(batch.records.filter((r) => r.status === "pending-ai").length, 10);
+  for (const name of ["Albacore Inc.", "Perseus Defense", "Munify", "Ruvo"]) {
    const row = batch.records.find((r) => r.name === name)!;
    assert.equal(row.status, "pending-ai");
    assert.equal(row.companyId, undefined, "autonomy, a domain or finance automation alone is insufficient");
@@ -790,8 +790,8 @@ test("all original AI-unclear candidates retain a unique follow-up without count
  assert.equal(rows.length, 192);
  assert.equal(new Set(rows.map((r) => r.url)).size, 192);
  assert.deepEqual(rows.map((r) => r.url), original.map((r) => r.source));
-  assert.equal(rows.filter((r) => r.status === "linked").length, 110);
-  assert.equal(rows.filter((r) => r.status === "pending-ai").length, 82);
+  assert.equal(rows.filter((r) => r.status === "linked").length, 111);
+  assert.equal(rows.filter((r) => r.status === "pending-ai").length, 81);
  assert.equal(snapshot.directoryRechecks!.filter((r) => r.ycId === 36088).length, 1);
  const everyapp = rows.find((r) => r.name === "EveryApp")!;
  assert.equal(everyapp.companyId, "AI074");
@@ -1,5 +1,5 @@
 {
-  "version": "2026-10-31-yc-ai-revisit-2",
+  "version": "2026-10-31-yc-ai-revisit-3",
  "asOf": "2026-10-31",
  "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": [
@@ -37265,6 +37265,47 @@
          "TC26HW5-VALENE-4"
        ]
      }
+    },
+    {
+      "id": "YC30656",
+      "name": "DeepGrove",
+      "url": "https://www.ycombinator.com/companies/deepgrove",
+      "channel": "S01",
+      "cat": "C01",
+      "year": 2025,
+      "team": 3,
+      "location": "San Francisco",
+      "business": "研发低位宽推理模型及端侧运行时，已公开Maple-Preview模型卡和代码入口。",
+      "buyer": "端侧模型开发者与模型研究团队；实际付费买家未核",
+      "delivery": "公开模型权重/模型卡、MLX运行时和聊天试用入口；预览版，实际商用部署与合同待核。",
+      "notes": "公司发布与公开产物对应，足以补AI核心业务。默认输出头与FlashHead、CUDA实现及Apple运行时不可混同，厂商吞吐/领先性未独立验证，模型卡提示Agent后训练有限；下载与星标不是付费/收入。",
+      "cohort": "2025成立据YC公司自述，法律注册待核；不以模型发布年重置公司年",
+      "teamBasis": "YC2026-10-31可读Team Size3，业务人数截至日未注明；LinkedIn2—10区间/关联账号不作更精确实测",
+      "price": "模型/仓库公开标MIT；未取得商业支持、许可或托管收费合同",
+      "stage": "公开预览模型与运行时；实际商业成熟度待核",
+      "sourceType": "YC公司自述、公司发布、模型卡及反链仓库",
+      "evidenceIds": [
+        "UNCLEAR2-30656-YC",
+        "UNCLEAR2-30656-HOME",
+        "YCAIRE3-DEEP-YC",
+        "YCAIRE3-DEEP-LI",
+        "YCAIRE3-DEEP-CARD",
+        "YCAIRE3-DEEP-REPO"
+      ],
+      "revenueStatus": "unknown",
+      "businessModel": "开源模型与端侧推理工具；付费产品、合同及净收入未核",
+      "entityBasis": "YC同页公司与公司发布/模型组织/仓库反链关联；未取得独立法律登记",
+      "classificationBasis": "按自研低位宽语言模型及权重交付归C01，端侧运行时为配套；不按.ai域名或招聘推定",
+      "extraUrl": "https://deepgrove.ai/",
+      "technicalReview": {
+        "level": "public-artifact",
+        "reviewedAt": "2026-10-31",
+        "summary": "已读公司反链模型卡与MLX仓库说明，保留CUDA/Apple及输出头条件；未下载运行模型，未复现质量、吞吐或在线学习。",
+        "evidenceIds": [
+          "YCAIRE3-DEEP-CARD",
+          "YCAIRE3-DEEP-REPO"
+        ]
+      }
    }
  ],
  "observations": [
@@ -92916,6 +92957,127 @@
      "kind": "公司官网/反链公开库及访问边界",
      "summary": "原域用户页README区出现gitdot名称、Rust/Apache2.0自述、代码导入/CLI快捷操作，并自述没有AI功能；同域多个用户页搜索索引出现相同说明。",
      "limitation": "用户页说明的作者/平台归属及args到gitdot品牌沿革未独立确认，不能当法律改名或全平台无AI定论；gitdot.io/designs直达不可用，开源许可/性能未实测。"
+    },
+    {
+      "id": "YCAIRE3-SHOR-HOME",
+      "companyId": null,
+      "title": "Shor当前发薪/支付与资金归属",
+      "url": "https://shorpay.com/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-31",
+      "kind": "公司/模型发布者原始资料及访问边界",
+      "summary": "当前产品为承包商管理、自有实体工资服务与EOR，页脚称Shor Inc.及持牌支付合作方；强调创始人支持，示例工资/余额/平台费为产品界面演示。",
+      "limitation": "跨境结算速度/国家覆盖属厂商描述，未实际开户或验证。雇主预充值、员工薪资、税款与平台净费分开，演示金额不作本公司营收；支付自动化不证明AI主营。"
+    },
+    {
+      "id": "YCAIRE3-SHOR-PRICE",
+      "companyId": null,
+      "title": "Shor按工人收费与汇兑边界",
+      "url": "https://docs.shorpay.com/pricing",
+      "publishedAt": null,
+      "accessedAt": "2026-10-31",
+      "kind": "公司/模型发布者原始资料及访问边界",
+      "summary": "原始文档明确美元报价：承包商19/月、EOR标准299/月及高价地区449/月，自有实体工资50—60/月；另2%汇兑加价，按月30日取消，无最低席位。",
+      "limitation": "报价不是已签合同或ARR；EOR法律雇佣/人工合规服务与软件、支付净费需拆，工资福利/税/押金不全归平台收入。人数按工人而非雇主账号用户，不从官网Logo推数量。"
+    },
+    {
+      "id": "YCAIRE3-GRU-RESERVE",
+      "companyId": null,
+      "title": "GRU当前申请、预约与任务阶段",
+      "url": "https://www.gru.space/reserve",
+      "publishedAt": null,
+      "accessedAt": "2026-10-31",
+      "kind": "公司/模型发布者原始资料及访问边界",
+      "summary": "当前为未来月球酒店早期资格申请，合格者可能获邀继续预约押金；定价/参与结构私下讨论。计划2026审查、2027拍卖、2029首任务和2031部署。",
+      "limitation": "申请入口不等已有付费预约，预收押金/申请费与实际履约收入不同，不推酒店或软件ARR；与原2027任务自述差异保留，未来自动化/机器人不是当前AI主营证明。"
+    },
+    {
+      "id": "YCAIRE3-GRU-MEMBERSHIP",
+      "companyId": null,
+      "title": "GRU会员权益非已核经常性合同",
+      "url": "https://www.gru.space/membership",
+      "publishedAt": null,
+      "accessedAt": "2026-10-31",
+      "kind": "公司/模型发布者原始资料及访问边界",
+      "summary": "GRU Crew会员页列未来载荷刻名、纪念砖、周边/预约折扣与活动邀请，通过联系表询问，无可读价格或收费周期。",
+      "limitation": "会员名称不证明月/年订阅或付费用户，未来载荷/酒店权益不当已交付；本轮白皮书外页仅嵌入框架，未声称读完白皮书。未提交表单。"
+    },
+    {
+      "id": "YCAIRE3-DEEP-YC",
+      "companyId": "YC30656",
+      "title": "DeepGrove当前YC成立与团队字段",
+      "url": "https://www.ycombinator.com/companies/deepgrove",
+      "publishedAt": null,
+      "accessedAt": "2026-10-31",
+      "kind": "公司/模型发布者原始资料及访问边界",
+      "summary": "本轮YC正文可读，明确公司自报成立2025、团队3人、旧金山、S25及Edward Zhang/Shayaan Emran创始人，反链deepgrove.ai。",
+      "limitation": "公司自述字段不是独立注册或当期精确人数；招聘工资区间不是公司收入，批次/招聘不替成立与财务证据。"
+    },
+    {
+      "id": "YCAIRE3-DEEP-LI",
+      "companyId": "YC30656",
+      "title": "DeepGrove原始模型发布及身份反链",
+      "url": "https://www.linkedin.com/company/deepgrove_ai",
+      "publishedAt": null,
+      "accessedAt": "2026-10-31",
+      "kind": "公司/模型发布者原始资料及访问边界",
+      "summary": "公司页发布Maple-Preview低位宽推理模型，链接试用、模型权重及自有GitHub推理仓库；业务为预训练/后训练及端侧高效模型。",
+      "limitation": "性能领先和端侧自适应为厂商宣称，未独立验证；团队仅2—10区间及关联账号展示，不取人数中点。相对发布日期不改写为具体发布日期。"
+    },
+    {
+      "id": "YCAIRE3-DEEP-CARD",
+      "companyId": "YC30656",
+      "title": "DeepGrove Maple-Preview模型卡",
+      "url": "https://huggingface.co/deepgrove/maple-preview/blob/main/README.md",
+      "publishedAt": null,
+      "accessedAt": "2026-10-31",
+      "kind": "公司/模型发布者原始资料及访问边界",
+      "summary": "模型卡将产品标为20B-A1B三值权重推理模型、MIT许可，说明公开Transformers实现用于兼容CUDA环境，Apple性能来自另一运行时；强调预览版Agent任务后训练有限。",
+      "limitation": "模型卡及代码可读不等独立复现。公开权重、许可及下载不证明商用收入，未推断硬件适配或精度满足所有任务，未安装执行远程代码。"
+    },
+    {
+      "id": "YCAIRE3-DEEP-REPO",
+      "companyId": "YC30656",
+      "title": "DeepGrove反链MLX运行时公开仓库",
+      "url": "https://github.com/deepgrove-ai/mlx-lm-deepgrove",
+      "publishedAt": null,
+      "accessedAt": "2026-10-31",
+      "kind": "公司/模型发布者原始资料及访问边界",
+      "summary": "公司原始短链接解析到deepgrove-ai/mlx-lm-deepgrove，仓库含模型/转换/内核及运行说明；厂商M4结果169与218 tokens/s分别对应默认与FlashHead配置。",
+      "limitation": "公开产物等级而非独立测试；Apple结果不能直接与CUDA或不同输出头比较，M4为前版数据，未克隆/编译/下载权重或执行脚本。开源许可不推出实际商业合同。"
+    },
+    {
+      "id": "YCAIRE3-COSTREAM-HOME",
+      "companyId": null,
+      "title": "Costream原始公司域当前资料边界",
+      "url": "https://www.costream.ai/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-31",
+      "kind": "公司/模型发布者原始资料及访问边界",
+      "summary": "原YC对应域当前仅公司名、旧金山/美国及联系入口，无产品正文或价表。",
+      "limitation": "copyright2025不能替独立注册；空白正文不证公司关闭，也不补造对话数据买家/训练用途/模型或收入。"
+    },
+    {
+      "id": "YCAIRE3-COSTREAM-LI",
+      "companyId": null,
+      "title": "Costream公司页反链与产品缺项",
+      "url": "https://www.linkedin.com/company/costream-ai/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-31",
+      "kind": "公司/模型发布者原始资料及访问边界",
+      "summary": "公司页反链原costream.ai域，列软件开发、2—10人并出现Ayush Mahna关联；未给产品描述。",
+      "limitation": "关联账号不能当准确员工数，未补足AI交付/实际客户及成立登记；保留原YC创始人旧100K用户/下载与当前公司不同归属，不继承旧项目经营。"
+    },
+    {
+      "id": "YCAIRE3-COSTREAM-NAMESAKE",
+      "companyId": null,
+      "title": "Costream同名英国营销站不强连",
+      "url": "https://www.costream.co.uk/",
+      "publishedAt": null,
+      "accessedAt": "2026-10-31",
+      "kind": "公司/模型发布者原始资料及访问边界",
+      "summary": "同名英国域自述AI加人工运营营销，按品牌/渠道月费并区分媒体支出；页面未见与原YC创始人或costream.ai的对应关系。",
+      "limitation": "仅用于阻止同名误连：不把该站AI能力、英镑价格、运营者旧触达或服务收入填入本YC公司；未确认两者法人关系，目录工业SCADA标签亦不替原始公司证明。"
    }
  ],
  "reviews": [
@@ -100977,6 +101139,37 @@
        "YCAIRE2-FOUNDATION-ABOUT"
      ],
      "handling": "不将零首付视作零成本、可退预约金视作营收，不用未来容量/物料与客户节省推ARR；合同期限、收入净额/分摊、硬件资本与人工成本缺项。无新收入观测，不改变MRR样本或分类统计。"
+    },
+    {
+      "id": "YCAIRE3-R-TECH",
+      "type": "端侧公开模型产物与独立技术验证分层",
+      "company": "DeepGrove",
+      "scope": "dataset",
+      "summary": "YC自报2025公司与原始模型发布/权重及MLX仓库对应，关联C01；模型卡区分CUDA/Apple，吞吐按默认或FlashHead输出头条件不同。",
+      "evidenceIds": [
+        "YCAIRE3-DEEP-YC",
+        "YCAIRE3-DEEP-LI",
+        "YCAIRE3-DEEP-CARD",
+        "YCAIRE3-DEEP-REPO"
+      ],
+      "handling": "技术等级仅public-artifact，未下载运行、复现或升为独立验证。预览版Agent任务训练有限，厂商基准领先不等普遍替代；免费公开权重/下载不推出收入，不新增ARR。"
+    },
+    {
+      "id": "YCAIRE3-R-BOUNDARY",
+      "type": "雇佣代付、未来预约和同名公司收费边界",
+      "company": "Shor / GRU Space / Costream",
+      "scope": "dataset",
+      "summary": "补Shor按工人美元月费及汇兑、GRU资格申请/后续押金和无价格周期会员、Costream原域/同名营销站的身份缺项。",
+      "evidenceIds": [
+        "YCAIRE3-SHOR-HOME",
+        "YCAIRE3-SHOR-PRICE",
+        "YCAIRE3-GRU-RESERVE",
+        "YCAIRE3-GRU-MEMBERSHIP",
+        "YCAIRE3-COSTREAM-HOME",
+        "YCAIRE3-COSTREAM-LI",
+        "YCAIRE3-COSTREAM-NAMESAKE"
+      ],
+      "handling": "三项继续AI主营待核。薪资税款、雇佣服务/人工支持与净平台费分列；月球任务/会员名称不证明已收经常收入，同名.co.uk价表/工业SCADA目录标签及创始人旧用户不继承YC公司。"
    }
  ],
  "coverage": {
@@ -103841,9 +104034,11 @@
          "status": "pending-ai",
          "evidenceIds": [
            "UNCLEAR2-30619-YC",
-            "UNCLEAR2-30619-HOME"
+            "UNCLEAR2-30619-HOME",
+            "YCAIRE3-SHOR-HOME",
+            "YCAIRE3-SHOR-PRICE"
          ],
-          "note": "原ai-unclear，YC当前自报2025成立。国际薪酬/EOR与跨境支付服务；自动发薪和合规并不自动证明AI核心业务。页面工资、余额和平台费是演示，非公司实际经营数字。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。"
+          "note": "原ai-unclear，YC当前自报2025成立。国际薪酬/EOR与跨境支付服务；自动发薪和合规并不自动证明AI核心业务。页面工资、余额和平台费是演示，非公司实际经营数字。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。 后续原始美元价表补19/工人月、EOR299/449及自有实体50—60，2%汇兑另列；工资/税/押金/演示非平台ARR。含法律雇佣与人工支持，AI主营未证。"
        },
        {
          "id": "YC-AI2-30631",
@@ -103872,9 +104067,11 @@
            "UNCLEAR2-30635-YC",
            "UNCLEAR2-30635-LAUNCH1",
            "UNCLEAR2-30635-LAUNCH2",
-            "UNCLEAR2-30635-HOME"
+            "UNCLEAR2-30635-HOME",
+            "YCAIRE3-GRU-RESERVE",
+            "YCAIRE3-GRU-MEMBERSHIP"
          ],
-          "note": "原ai-unclear，YC当前自报2025成立。月球栖居/建造项目；自主原型、机器人远景及Nvidia计划不充分证明AI核心交付。2027/2029任务与2032酒店均为计划，观看量、原型成本及预约不是ARR。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。"
+          "note": "原ai-unclear，YC当前自报2025成立。月球栖居/建造项目；自主原型、机器人远景及Nvidia计划不充分证明AI核心交付。2027/2029任务与2032酒店均为计划，观看量、原型成本及预约不是ARR。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。 后续当前申请为资格审查后才可能预约押金、私下讨论价格；会员刻名/纪念砖/折扣无周期或金额，不推经常收入。2029/2031任务仍估计计划，白皮书仅嵌入页未阅读全文。"
        },
        {
          "id": "YC-AI2-30639",
@@ -103895,15 +104092,20 @@
          "id": "YC-AI2-30656",
          "name": "DeepGrove",
          "url": "https://www.ycombinator.com/companies/deepgrove",
-          "categoryId": "C02",
+          "categoryId": "C01",
          "kind": "company",
          "profileStatus": "readable",
-          "status": "pending-ai",
+          "status": "linked",
          "evidenceIds": [
            "UNCLEAR2-30656-YC",
-            "UNCLEAR2-30656-HOME"
+            "UNCLEAR2-30656-HOME",
+            "YCAIRE3-DEEP-YC",
+            "YCAIRE3-DEEP-LI",
+            "YCAIRE3-DEEP-CARD",
+            "YCAIRE3-DEEP-REPO"
          ],
-          "note": "原ai-unclear，YC当前自报2025成立。YC和官网只有设备智能口号，未取得正文、模型/部署或明确主营资料，保留AI及交付范围待核，不因域名和标题入表。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。"
+          "note": "原ai-unclear初查仅取得设备智能口号；后续公司模型发布、Maple-Preview模型卡及反链MLX推理仓库补足AI核心交付，按模型研发C01关联。YC正文自报2025/Team3保留法律注册及人数时点限制；公开产物未独立运行，默认/FlashHead及CUDA/Apple环境区别保留，预览版Agent任务局限和实际合同/收入待核。原发现快照不回写。",
+          "companyId": "YC30656"
        },
        {
          "id": "YC-AI2-30670",
@@ -103930,9 +104132,12 @@
          "status": "pending-ai",
          "evidenceIds": [
            "UNCLEAR2-30692-YC",
-            "UNCLEAR2-30692-HOME"
+            "UNCLEAR2-30692-HOME",
+            "YCAIRE3-COSTREAM-HOME",
+            "YCAIRE3-COSTREAM-LI",
+            "YCAIRE3-COSTREAM-NAMESAKE"
          ],
-          "note": "原ai-unclear，YC当前自报2025成立。YC一句话为数字产品索引人类对话，官网仅公司名与联系入口；数据用途、AI模型/产品及买家不明确。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。"
+          "note": "原ai-unclear，YC当前自报2025成立。YC一句话为数字产品索引人类对话，官网仅公司名与联系入口；数据用途、AI模型/产品及买家不明确。 未入公司表，继续AI主营待核，不是确认范围外或成立年缺失。 后续原公司LinkedIn反链.ai但无产品正文，原域仍仅联系页；同名.co.uk为营销机构，未证创始人/法人对应，不搬其AI能力/英镑价表/旧服务规模。工业SCADA目录标签不替本公司原始产品证据。"
        },
        {
          "id": "YC-AI2-30704",
@@ -114552,6 +114757,21 @@
        "MISSINGYEAR7-36513-TERMS"
      ],
      "reason": "原缺年池本轮复读YC官方字段补2026及Team2，现主营CI/评审按C04关联；保留原图形IDE/缺年快照，不回写原发现，精确注册与独立性能仍待核。"
+    },
+    {
+      "ycId": 30656,
+      "originalStatus": "ai-unclear",
+      "companyId": "YC30656",
+      "reviewedAt": "2026-10-31",
+      "evidenceIds": [
+        "UNCLEAR2-30656-YC",
+        "UNCLEAR2-30656-HOME",
+        "YCAIRE3-DEEP-YC",
+        "YCAIRE3-DEEP-LI",
+        "YCAIRE3-DEEP-CARD",
+        "YCAIRE3-DEEP-REPO"
+      ],
+      "reason": "原初查只有口号，后续公司发布、模型卡及反链推理仓库明确AI模型研发，按C01关联。公开产物未独立验证，保留YC2025自报/法律与商业合同缺项；不回写原1428/928发现快照。"
    }
  ]
 }
@@ -1,5 +1,5 @@
 {
-  "sourceVersion": "2026-10-31-yc-ai-revisit-2",
+  "sourceVersion": "2026-10-31-yc-ai-revisit-3",
  "asOf": "2026-10-31",
  "metric": "platform-mrr-usd",
  "sampleUnit": "product-or-business",