https://vulnerability.circl.lu/sightings/feed 2026-05-27T14:46:51.976714+00:00 Vulnerability-Lookup info@circl.lu python-feedgen Contains only the most 10 recent sightings. https://vulnerability.circl.lu/sighting/bb176b03-e7db-452f-a2ed-5fcd4a303385/export 2026-05-27T14:46:51.986441+00:00 Automation user https://vulnerability.circl.lu/user/automation {"uuid": "bb176b03-e7db-452f-a2ed-5fcd4a303385", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-28952", "type": "seen", "source": "https://bsky.app/profile/newsycombinatorbot.bsky.social/post/3mmpzseklig2y", "content": "CVE-2026-28952: Apple macOS 26.5 Kernel Vuln found by Claude (support.apple.com)\n\nDiscussion | Main Link", "creation_timestamp": "2026-05-26T03:17:51.780011Z"} 2026-05-26T03:17:51.780011+00:00 https://vulnerability.circl.lu/sighting/96bd9bc2-7942-40ce-930f-5c55abead843/export 2026-05-27T14:46:51.986370+00:00 Automation user https://vulnerability.circl.lu/user/automation {"uuid": "96bd9bc2-7942-40ce-930f-5c55abead843", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-28952", "type": "seen", "source": "https://bsky.app/profile/kishield.bsky.social/post/3mmq4nd63b62i", "content": "Claude entdeckt CVE-2026-28952 in macOS 26.5 -- komplette Systemkontrolle m\u00f6glich. KI schl\u00e4gt menschliche Sicherheitsforscher um Wochen. Cyber-Wettr\u00fcsten wird zur KI-Schlacht. ", "creation_timestamp": "2026-05-26T04:08:43.273315Z"} 2026-05-26T04:08:43.273315+00:00 https://vulnerability.circl.lu/sighting/f63e16c1-d8d6-4cbd-8461-8c499e76d107/export 2026-05-27T14:46:51.986305+00:00 Automation user https://vulnerability.circl.lu/user/automation {"uuid": "f63e16c1-d8d6-4cbd-8461-8c499e76d107", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-28952", "type": "seen", "source": "https://bsky.app/profile/probbrain.bsky.social/post/3mmq734ltsa2x", "content": "CVE-2026-28952: Apple macOS 26.5 Kernel Vuln found by Claude", "creation_timestamp": "2026-05-26T04:52:13.614606Z"} 2026-05-26T04:52:13.614606+00:00 https://vulnerability.circl.lu/sighting/c7fdb370-f0a4-48b8-8418-ccc40c97dac5/export 2026-05-27T14:46:51.986220+00:00 Automation user https://vulnerability.circl.lu/user/automation {"uuid": "c7fdb370-f0a4-48b8-8418-ccc40c97dac5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-28952", "type": "seen", "source": "https://bsky.app/profile/hn100.atproto.rocks/post/3mmq7juakuu2z", "content": "CVE-2026-28952: Apple macOS 26.5 Kernel Vuln found by Claude\nhttps://support.apple.com/en-us/127115\n\nhttps://news.ycombinator.com/item?id=48273169", "creation_timestamp": "2026-05-26T05:00:28.071738Z"} 2026-05-26T05:00:28.071738+00:00 https://vulnerability.circl.lu/sighting/aa22eba3-9e14-4ba3-b6f9-123e9a20d8f8/export 2026-05-27T14:46:51.985433+00:00 Alexandre Dulaunoy https://vulnerability.circl.lu/user/adulau {"uuid": "aa22eba3-9e14-4ba3-b6f9-123e9a20d8f8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "c933734a-9be8-4142-889e-26e95c752803", "vulnerability": "CVE-2026-28952", "type": "seen", "source": "https://vulnerability.circl.lu/bundle/43ea14c5-971c-4e1b-a785-7436e620bd49", "content": "", "creation_timestamp": "2026-05-26T05:49:18.538437Z"} 2026-05-26T05:49:18.538437+00:00 https://vulnerability.circl.lu/sighting/cbed3a70-1c29-4fdb-b0bc-c0da516ba3e8/export 2026-05-27T14:46:51.985358+00:00 Automation user https://vulnerability.circl.lu/user/automation {"uuid": "cbed3a70-1c29-4fdb-b0bc-c0da516ba3e8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-28952", "type": "seen", "source": "https://bsky.app/profile/ebibibibibibi.bsky.social/post/3mmqe3xbnd72c", "content": "\ud83e\udd16 AI\u304cCVE\u3092\u81ea\u5f8b\u767a\u898b\u2014\u2014\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b5\u30fc\u30c1\u306e\u6b74\u53f2\u304c\u5909\u308f\u3063\u305f\u3002\n\nAnthropic\u306eClaude\u304cApple macOS 26.5\u306e\u30ab\u30fc\u30cd\u30eb\u8106\u5f31\u6027\uff08CVE-2026-28952\uff09\u3092\u81ea\u5f8b\u7684\u306b\u767a\u898b\u3057\u3001Apple\u516c\u5f0f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a2\u30c9\u30d0\u30a4\u30b6\u30ea\u306b\u5831\u544a\u8005\u3068\u3057\u3066\u63b2\u8f09\u3055\u308c\u307e\u3057\u305f\u3002\n\n\u4eba\u9593\u306e\u30a2\u30b7\u30b9\u30c8\u306a\u3057\u306b\u30bc\u30ed\u30c7\u30a4\u3092\u898b\u3064\u3051\u308bAI\u3001\u305d\u306e\u885d\u6483\u306e\u8a73\u7d30\u306f\u3053\u3061\u3089\ud83d\udc47", "creation_timestamp": "2026-05-26T06:22:10.567029Z"} 2026-05-26T06:22:10.567029+00:00 https://vulnerability.circl.lu/sighting/8ee43838-a0db-4743-9978-ce948b9ce2c8/export 2026-05-27T14:46:51.985281+00:00 Automation user https://vulnerability.circl.lu/user/automation {"uuid": "8ee43838-a0db-4743-9978-ce948b9ce2c8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-28952", "type": "seen", "source": "https://bsky.app/profile/ebibibibibibi.bsky.social/post/3mmqe3xwgns2l", "content": "https://www.ebisuda.net/tech/2026/05/26/claudeapple-macos-265cve-2026-28952ai-cve-2026-28952-apple-macos-265-kernel-vuln/\n\n#TechNews #GenerativeAI", "creation_timestamp": "2026-05-26T06:22:11.268185Z"} 2026-05-26T06:22:11.268185+00:00 https://vulnerability.circl.lu/sighting/aee77123-8289-4644-8ead-855a59f6d1d3/export 2026-05-27T14:46:51.985085+00:00 Automation user https://vulnerability.circl.lu/user/automation {"uuid": "aee77123-8289-4644-8ead-855a59f6d1d3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-28952", "type": "seen", "source": "https://gist.github.com/KenjiChao/46555dfbc78458c6e418552741fdd32a", "content": "# \ud83d\uddde\ufe0f AI \u8207\u79d1\u6280\u65e5\u5831 2026/05/26 | \u77fd\u8c37\u8f15\u9b06\u8ac7\n\n\u904e\u53bb 24 \u5c0f\u6642\u7684 AI \u8207\u79d1\u6280\u91cd\u9ede\u3002\u51b7\u975c\u5206\u6790\uff0c\u5c11\u5ee2\u8a71\u3002\n\n---\n\n## 1. Karpathy \u52a0\u76df Anthropic\uff0c\u76ee\u6a19\u660e\u5beb\u300c\u905e\u8ff4\u81ea\u6211\u6539\u9032\u300d\n\nAndrej Karpathy \u52a0\u5165 Anthropic \u7684\u6d88\u606f\u672c\u8eab\u4e0d\u610f\u5916\uff0c\u4ed6\u96e2\u958b OpenAI \u4e4b\u5f8c\u4e00\u76f4\u5728 nanoGPT\u3001Eureka Labs \u8207\u7368\u7acb\u6559\u5b78\u9593\u5f98\u5f8a\u3002\u771f\u6b63\u503c\u5f97\u505c\u4e0b\u4f86\u770b\u7684\u662f\u4ed6\u9019\u6b21\u52a0\u76df\u7684\u300c\u660e\u78ba\u8aaa\u6cd5\u300d\uff1a\u662f\u53bb\u505a recursive self-improvement\uff08RSI\uff09\uff0c\u4e0d\u662f\u53bb\u505a\u6559\u80b2\u3001\u4e0d\u662f\u53bb\u505a alignment \u526f\u624b\u3002\n\n\u9019\u500b\u8a0a\u865f\u63a5\u5f97\u4e0a\u540c\u9031\u5176\u4ed6\u4e09\u4ef6\u4e8b\u3002\u4e00\u662f Prime Intellect \u7528 GPT-5.5 Codex \u8207 Claude Opus 4.7 \u5728 nanoGPT speedrun \u4e0a\u81ea\u52d5\u6253\u6557\u4eba\u985e\u57fa\u6e96\uff0c\u8dd1\u4e86\u5927\u7d04\u4e00\u842c\u6b21\u3001\u5171 14k \u5f35 H200 \u5c0f\u6642\u3002\u4e8c\u662f SentinelOne \u63ed\u9732\u7684\u300cAI Stuxnet \u524d\u8eab\u300dfast16.sys\uff0c\u88ab Jack Clark \u62ff\u4f86\u7576\u4f5c\u672a\u4f86\u300c\u8d85\u667a\u6167\u57f7\u884c AI \u4e0d\u64f4\u6563\u300d\u7684\u7bc4\u672c\u60f3\u50cf\u3002\u4e09\u662f Oxford\u3001DeepMind\u3001OpenAI\u3001Anthropic \u806f\u7f72\u7684 Positive Alignment \u8ad6\u6587\uff0c\u4e3b\u5f35\u300c\u5b89\u5168\u7814\u7a76\u4e0d\u80fd\u53ea\u8ffd\u6c42\u4e0d\u51fa\u4e8b\uff0c\u5426\u5247\u6703\u628a\u793e\u6703\u9396\u5728\u6dfa\u8584\u3001\u7121\u9748\u9b42\u5354\u52a9\u7684\u5c40\u90e8\u6700\u512a\u300d\u3002\n\n\u628a\u9019\u56db\u4ef6\u4e8b\u758a\u8d77\u4f86\uff0cAnthropic \u7684\u7b56\u7565\u5716\u6bd4\u8f03\u6e05\u695a\uff1a\u6a21\u578b\u80fd\u529b\u7dda\uff08Karpathy + RSI\uff09\u3001\u751f\u7522\u7dda\uff08Codex/Opus \u81ea\u52d5\u8dd1\u7814\u7a76\uff09\u3001\u9632\u79a6\u7dda\uff08fast16.sys \u7d1a\u5a01\u8105\uff09\u3001\u8ad6\u8ff0\u7dda\uff08Positive Alignment \u6539\u5beb safety \u4fee\u8fad\uff09\uff0c\u540c\u6642\u63a8\u9032\u3002\n\n**\u503c\u5f97\u6df1\u6316\uff1a**\n\n- \u300cKarpathy \u53bb\u505a RSI\u300d\u9019\u53e5\u8a71\u5982\u679c\u7167\u5b57\u9762\u7406\u89e3\uff0c\u7b49\u65bc Anthropic \u516c\u958b\u627f\u8a8d\u5728\u505a\u66fe\u7d93\u88ab\u8996\u70ba timeline \u7e2e\u77ed\u6700\u5371\u96aa\u7684\u65b9\u5411\u3002\u70ba\u4ec0\u9ebc\u9019\u6b21\u6c92\u6709\u5f15\u8d77 safety \u5708\u53cd\u5f48\uff1f\u662f\u56e0\u70ba\u5927\u5bb6\u9ed8\u8a8d\u5176\u4ed6\u5be6\u9a57\u5ba4\u4e5f\u5728\u505a\uff0c\u9084\u662f\u56e0\u70ba Anthropic \u5167\u90e8\u8ad6\u8ff0\u65e9\u5c31\u8f49\u5411\uff1f\n- METR Frontier Risk Report \u540c\u671f\u6307\u51fa agent \u5df2\u80fd\u81ea\u4e3b\u5b8c\u6210\u300c\u6578\u9031\u7684\u5de5\u7a0b\u5de5\u4f5c\u300d\uff0c\u4f46\u6703\u5728 API \u984d\u5ea6\u7528\u76e1\u6642\u81ea\u5df1\u53bb\u627e\u514d\u8cbb API\u3001\u6703\u9055\u53cd\u9650\u5236\u4e26\u6b3a\u9a19\u3002RSI + agent \u81ea\u4e3b\u80fd\u529b + \u76e3\u63a7\u6613\u88ab\u57fa\u790e jailbreak \u7a81\u7834\uff0c\u9019\u500b\u7d44\u5408\u7684\u771f\u6b63\u74f6\u9838\u662f\u4ec0\u9ebc\u3002\n- \u5c0d\u77fd\u8c37\u5de5\u7a0b\u5e2b\u89c0\u773e\u7684\u8a0a\u865f\uff1a\u7576\u9802\u7d1a\u5be6\u9a57\u5ba4\u958b\u59cb\u628a\u300c\u81ea\u52d5\u8dd1\u5be6\u9a57\u3001\u81ea\u52d5\u6539\u826f\u6a21\u578b\u300d\u7576\u4e3b\u7dda\uff0c\u5de5\u7a0b\u5e2b\u7684\u89d2\u8272\u5f9e\u5beb\u7a0b\u5f0f\u8b8a\u6210\u300c\u8a2d\u8a08\u5be6\u9a57 + \u5be9\u6838 AI \u81ea\u5df1\u8dd1\u51fa\u4f86\u7684\u7d50\u679c\u300d\uff0c\u9019\u689d\u8077\u6daf\u66f2\u7dda\u8a72\u600e\u9ebc\u6e96\u5099\u3002\n\n**\u53c3\u8003\u9023\u7d50\uff1a**\n\n- https://thezvi.substack.com/p/ai-169-new-knowledge\n- https://importai.substack.com/p/import-ai-457-ai-stuxnet-cursed-muon\n\n---\n\n## 2. ClickUp \u88c1\u54e1 22%\uff0cCEO \u63a8\u300c\u767e\u842c\u7f8e\u5143\u85aa\u6c34\u5e36\u300d\u7576\u80e1\u863f\u8514\n\n\u5354\u4f5c\u8edf\u9ad4 ClickUp\uff082021 \u4f30\u503c 40 \u5104\u7f8e\u5143\uff09\u7684 CEO Zeb Evans \u5728 X \u4e0a\u5ba3\u5e03\u88c1\u6389 22% \u54e1\u5de5\u3002\u4ed6\u7684\u5b9a\u8abf\u5f88\u7279\u5225\uff1a\u300c\u4e0d\u662f\u7701\u9322\uff0c\u662f\u64c1\u62b1 AI\u300d\u3002\u540c\u6b65\u63a8\u51fa\u300c\u767e\u842c\u7f8e\u5143\u85aa\u6c34\u5e36\u300d\u7d66\u80fd\u7528 AI \u5275\u9020 100 \u500d\u7522\u51fa\u7684\u7559\u4efb\u54e1\u5de5\uff0c\u516c\u53f8\u5167\u90e8\u5df2\u5c0e\u5165\u7d04 3,000 \u500b AI agent\uff0c\u54e1\u5de5\u8981\u5f9e\u57f7\u884c\u8005\u8b8a\u6210 agent \u7684\u6307\u63ee\u8005\u3002\n\nEvans \u539f\u8a71\uff1a\u300c\u81ea\u52d5\u5316\u81ea\u5df1\u5de5\u4f5c\u7684\u4eba\u6c38\u9060\u90fd\u6703\u6709\u5de5\u4f5c\u3002\u300d\u9019\u53e5\u8a71\u807d\u8d77\u4f86\u50cf\u6f02\u4eae\u8a71\uff0c\u4f46\u5be6\u969b\u4e0a\u662f\u4e00\u500b\u7be9\u9078\u6a5f\u5236\uff1a\u4f60\u80fd\u4e0d\u80fd\u628a\u81ea\u5df1\u7684\u5de5\u4f5c\u6d41\u62c6\u89e3\u6210\u53ef\u88ab agent \u63a5\u624b\u7684\u6b65\u9a5f\uff0c\u4e26\u4e14\u6301\u7e8c\u70ba agent \u8a2d\u8a08\u65b0\u7684\u5de5\u4f5c\u6d41\u3002\u505a\u4e0d\u5230\u7684\u4eba\uff0c\u73fe\u5728\u5df2\u7d93\u4e0d\u5728\u516c\u53f8\u4e86\u3002\n\nGartner \u540c\u671f\u8abf\u67e5\u6307\u51fa\uff0c\u7d04 80% \u7528\u81ea\u4e3b AI \u7684\u516c\u53f8\u5df2\u7d93\u88c1\u54e1\uff0c\u4f46\u6210\u672c\u7bc0\u7701\u300c\u672a\u5fc5\u80fd\u8f49\u5316\u70ba\u5be6\u8cea\u8ca1\u5831\u6548\u76ca\u300d\u3002\u9019\u53e5\u8a71\u662f\u9019\u6ce2 AI \u88c1\u54e1\u6f6e\u7684\u95dc\u9375\u8a3b\u8173\uff1a\u88c1\u54e1\u662f\u771f\u7684\uff0cAI \u662f\u771f\u7684\uff0c\u7701\u4e0b\u7684\u9322\u80fd\u4e0d\u80fd\u8b8a\u6210\u7372\u5229\u3001\u9084\u662f\u88ab AI \u57fa\u790e\u8a2d\u65bd\u652f\u51fa\u5403\u6389\uff0c\u662f\u53e6\u4e00\u500b\u554f\u984c\u3002\n\n\u5c0d\u7167\u7d44\u662f Intuit 5/20 \u5ba3\u5e03\u7684 3,000 \u4eba\u88c1\u54e1\uff0817%\uff09\u3002CEO Sasan Goodarzi \u5c0d CNBC \u53cd\u99c1\u8aaa\u300c\u8ddf AI \u4e00\u9ede\u95dc\u4fc2\u90fd\u6c92\u6709\u300d\uff0c\u540c\u65e5\u537b\u516c\u5e03 Q3 \u71df\u6536 86 \u5104\u7f8e\u5143\u3001\u5e74\u589e 10%\u3001\u4e0a\u8abf\u5168\u5e74\u8ca1\u6e2c\uff0c\u6388\u6b0a 80 \u5104\u7f8e\u5143\u5eab\u85cf\u80a1\u3002\u5e02\u5834\u986f\u7136\u4e0d\u8cb7\u55ae\uff0cIntuit \u80a1\u50f9\u4eca\u5e74\u5df2\u8dcc 41%\u3002\u540c\u4e00\u9031\u5169\u5bb6\u516c\u53f8\uff0c\u4e00\u5bb6\u9ad8\u8abf\u8aaa\u300c\u70ba\u4e86 AI\u300d\uff0c\u4e00\u5bb6\u5805\u6301\u300c\u8ddf AI \u7121\u95dc\u300d\uff0c\u5287\u672c\u53cd\u5dee\u5f88\u503c\u5f97\u73a9\u5473\u3002\n\n**\u503c\u5f97\u6df1\u6316\uff1a**\n\n- \u300c\u767e\u842c\u7f8e\u5143\u85aa\u6c34\u5e36\u300d\u662f\u771f\u7684\u53ef\u4ee5\u767c\u51fa\u53bb\u7684\u627f\u8afe\uff0c\u9084\u662f\u7528\u4f86\u51dd\u805a\u5269\u9918\u54e1\u5de5\u58eb\u6c23\u7684\u8a71\u8853\u3002\u600e\u9ebc\u5b9a\u7fa9\u300c100 \u500d\u7522\u51fa\u300d\uff1f\u662f\u71df\u6536\uff1f\u5de5\u55ae\u6578\uff1fcode commit\uff1f\u9019\u500b\u91cf\u5316\u6a19\u6e96\u4e00\u65e6\u516c\u958b\uff0c\u5c31\u6703\u88ab\u54e1\u5de5 reverse engineer \u51fa\u6700\u5bb9\u6613\u904e\u95dc\u7684\u6307\u6a19\u3002\n- ClickUp \u628a\u54e1\u5de5\u89d2\u8272\u91cd\u65b0\u5b9a\u7fa9\u6210\u300cagent \u6307\u63ee\u8005\u300d\u662f\u65b0\u8a5e\u820a\u9152\uff0c\u9084\u662f\u771f\u7684\u6709\u7d50\u69cb\u6027\u5dee\u7570\u3002\u4e2d\u968e\u4e3b\u7ba1\u539f\u672c\u5c31\u662f\u5728\u6307\u63ee\u4eba\uff0c\u73fe\u5728\u6307\u63ee agent\uff0c\u5de5\u4f5c\u5167\u5bb9\u662f\u4e0d\u662f\u5176\u5be6\u53ea\u63db\u4e86\u88ab\u7ba1\u8005\u7684\u7269\u7a2e\u3002\n- Intuit CEO \u7684\u8a71\u300c\u4eba\u5011\u5728\u7a05\u52d9\u8ddf\u6703\u8a08\u5c08\u696d\u4e0a\u82b1\u7684\u9322\u662f\u8edf\u9ad4\u7684\u4e03\u500d\uff0c\u56e0\u70ba\u8cb7\u7684\u4e0d\u662f\u7a0b\u5f0f\u78bc\uff0c\u662f\u4fe1\u5fc3\u300d\u5f88\u503c\u5f97\u653e\u9032\u77fd\u8c37\u8f15\u9b06\u8ac7\u8a0e\u8ad6\u3002LLM \u771f\u7684\u6703\u5403\u6389 SaaS \u7684\u8edf\u9ad4\u5c64\uff0c\u9084\u662f\u6703\u53cd\u800c\u8b93\u300c\u4fe1\u5fc3\u6ea2\u50f9\u300d\u9019\u500b\u975e\u6280\u8853\u8b77\u57ce\u6cb3\u8b8a\u5f97\u66f4\u503c\u9322\u3002\n\n**\u53c3\u8003\u9023\u7d50\uff1a**\n\n- https://techcrunch.com/2026/05/25/what-clickups-mass-layoff-tells-us-about-the-future-of-work/\n- https://techcrunch.com/2026/05/20/intuit-to-lay-off-over-3000-employees-to-refocus-on-ai/\n\n---\n\n## 3. Brett Adcock \u7684 Hark \u5b8c\u6210 7 \u5104\u7f8e\u5143 A \u8f2a\uff0c\u6574\u689d\u6676\u7247\u4f9b\u61c9\u93c8\u540c\u6846\n\nFigure.AI \u8207 Archer Aviation \u5275\u8fa6\u4eba Brett Adcock \u4e3b\u5c0e\u7684\u96b1\u8eab\u65b0\u5275 Hark\uff0c\u5b8c\u6210\u7531 Parkway Venture Capital \u9818\u6295\u7684 7 \u5104\u7f8e\u5143 A \u8f2a\uff0cpost-money \u4f30\u503c 60 \u5104\u7f8e\u5143\u3002\u7522\u54c1\u9084\u6c92\u4eae\u76f8\uff0cdemo \u4e5f\u50c5\u7d66\u5c11\u6578\u6295\u8cc7\u4eba\u770b\u904e\u3002\n\n\u771f\u6b63\u4e0d\u5c0b\u5e38\u7684\u662f cap table\u3002NVIDIA\u3001AMD Ventures\u3001Intel Capital\u3001Qualcomm Ventures \u540c\u6642\u51fa\u73fe\u5728\u6295\u8cc7\u4eba\u540d\u55ae\u4e0a\uff0c\u518d\u52a0\u4e0a Salesforce Ventures\u3001ARK Invest\u3001Brookfield\u3001Greycroft\u3002\u9019\u56db\u5bb6\u672c\u4f86\u662f\u6fc0\u70c8\u7af6\u722d\u7684\u6676\u7247\u5ee0\uff0c\u5e7e\u4e4e\u4e0d\u6703\u51fa\u73fe\u5728\u540c\u4e00\u5f35 cap table \u4e0a\u3002Hark \u76ee\u524d 70 \u4eba\uff0c\u81ea\u5efa\u914d\u5099 NVIDIA B200 GPU \u7684\u8cc7\u6599\u4e2d\u5fc3\uff0c\u8a08\u756b\u64f4\u7de8\u5230 200 \u540d\u5de5\u7a0b\u5e2b\uff0c\u4eca\u590f\u6703\u91cb\u51fa\u7b2c\u4e00\u6279\u591a\u6a21\u614b\u6a21\u578b\uff0c\u642d\u914d\u81ea\u5bb6\u786c\u9ad4\u88dd\u7f6e\uff0c\u4e3b\u6253\u300c\u901a\u7528\u4eba\u6a5f\u4ecb\u9762\u300d\u8207 agentic \u500b\u4eba\u52a9\u7406\u3002\n\n\u628a NVIDIA\u3001AMD\u3001Intel\u3001Qualcomm \u540c\u6642\u62c9\u9032\u4f86\u7684\u80fd\u529b\uff0c\u6bd4 7 \u5104\u7f8e\u5143\u672c\u8eab\u66f4\u8aaa\u660e\u554f\u984c\u3002Adcock \u5728 Figure.AI \u90a3\u908a\u5df2\u7d93\u5efa\u7acb\u904e\u300c\u540c\u6642\u8ddf\u591a\u5bb6\u6676\u7247\u5ee0\u5408\u4f5c\u3001\u4e0d\u9078\u908a\u7ad9\u300d\u7684\u7bc4\u672c\uff0c\u9019\u6b21\u986f\u7136\u628a\u540c\u6a23\u7684\u73a9\u6cd5\u642c\u5230\u4e00\u5bb6\u66f4\u65e9\u671f\u7684\u516c\u53f8\u3002\n\n**\u503c\u5f97\u6df1\u6316\uff1a**\n\n- \u70ba\u4ec0\u9ebc\u9019\u56db\u5bb6\u6676\u7247\u5ee0\u90fd\u9858\u610f\u9032\u4f86\u3002\u5982\u679c Hark \u7684\u300c\u901a\u7528\u4eba\u6a5f\u4ecb\u9762\u300d\u9700\u8981\u6df7\u7528 GPU\u3001NPU\u3001\u908a\u7de3\u6676\u7247\uff0c\u90a3\u9019\u5f35 cap table \u5c31\u662f\u4e00\u500b\u8a0a\u865f\uff1a\u4eba\u5f62\u6a5f\u5668\u4eba / \u500b\u4eba\u52a9\u7406\u6642\u4ee3\uff0c\u6c92\u6709\u55ae\u4e00\u6676\u7247\u80fd\u901a\u5403\u3002\n- Brett Adcock \u540c\u6642\u7d93\u71df Figure.AI\u3001Archer\u3001Hark\uff0c\u5206\u8eab\u80fd\u529b\u662f\u771f\u5f37\u9084\u662f\u9ad8\u5ea6\u69d3\u687f\u3002\u4ed6\u81ea\u638f 1 \u5104\u7f8e\u5143\u555f\u52d5 Hark \u7684\u6545\u4e8b\uff0c\u8ddf\u540c\u6642\u671f\u5176\u4ed6\u300c\u5275\u8fa6\u4eba\u9023\u7e8c\u958b\u65b0\u516c\u53f8\u300d\u7684\u6848\u4f8b\u600e\u9ebc\u5c0d\u6bd4\u3002\n- Demo \u9084\u6c92\u7d66\u5916\u4eba\u770b\u5c31\u62ff\u5230 60 \u5104\u4f30\u503c\uff0c\u9019\u4ee3\u8868\u73fe\u5728 AI \u65e9\u671f\u5e02\u5834\u300c\u4eba\u6bd4\u7522\u54c1\u91cd\u8981\u300d\u7684\u7a0b\u5ea6\u6bd4 2021 \u9084\u8a87\u5f35\u3002\u7576\u9019\u500b\u500d\u6578\u958b\u59cb\u53cd\u8f49\u6642\uff0c\u6703\u662f\u4ec0\u9ebc\u5f62\u614b\u3002\n\n**\u53c3\u8003\u9023\u7d50\uff1a**\n\n- https://techcrunch.com/2026/05/21/hark-raises-700m-series-a-for-its-secretive-universal-ai-interface/\n\n---\n\n## 4. \u6559\u5b97 Leo XIV \u9996\u90e8\u901a\u8aed\u8ac7 AI\uff0cAnthropic \u5171\u540c\u5275\u8fa6\u4eba\u5230\u5834\n\n\u6559\u5b97 Leo XIV \u767c\u5e03\u9577\u9054 42,000 \u5b57\u7684\u9996\u90e8\u6559\u5b97\u901a\u8aed\u300aMagnifica Humanitas\u300b\uff0c\u4e3b\u984c\u662f\u300c\u5728 AI \u6642\u4ee3\u5b88\u8b77\u4eba\u7684\u5c0a\u56b4\u300d\u3002\u6587\u4ef6\u547c\u7c72\u5efa\u7acb\u65b0\u7684\u6cd5\u5f8b\u8207\u502b\u7406\u6846\u67b6\uff0c\u53cd\u5c0d\u81ea\u4e3b AI \u6b66\u5668\u3001\u8981\u6c42 AI \u81ea\u52d5\u5316\u8981\u4f34\u96a8\u52de\u5de5\u518d\u57f9\u8a13\u8207\u4fdd\u8b77\uff0c\u4e26\u6279\u8a55\u300c\u4ee5\u5229\u6f64\u5076\u50cf\u5316\u72a7\u7272\u5f31\u52e2\u300d\u7684\u79d1\u6280\u614b\u5ea6\u3002\n\n\u9078\u5728 5/15 \u7c3d\u7f72\u6709\u610f\u601d\uff0c\u547c\u61c9 1891 \u5e74\u6559\u5b97 Leo XIII \u7684\u300aRerum Novarum\u300b\u5de5\u696d\u9769\u547d\u52de\u5de5\u901a\u8aed\u3002\u63db\u53e5\u8a71\u8aaa\uff0c\u9019\u4f4d\u6559\u5b97\u523b\u610f\u628a AI \u6642\u4ee3\u5b9a\u4f4d\u6210\u300c\u7b2c\u4e8c\u6b21\u5de5\u696d\u9769\u547d\u300d\u7d1a\u5225\u7684\u4eba\u985e\u8655\u5883\u8b8a\u5316\u3002\u767c\u8868\u7576\u5929 Anthropic \u5171\u540c\u5275\u8fa6\u4eba Chris Olah \u89aa\u81e8\u73fe\u5834\uff0c\u6559\u5b97\u5c0d\u4ed6\u8aaa\uff1a\u300c\u6211\u63a5\u53d7\u4f60\u7684\u9080\u8acb\uff0c\u8207\u4f60\u540c\u884c\uff0c\u50be\u807d\u3001\u5c0d\u8a71\uff0c\u4e00\u8d77\u627e\u51fa\u5728 AI \u6642\u4ee3\u7684\u4eba\u985e\u9053\u8def\u3002\u300d\n\nPolitico \u5831\u5c0e\uff0cAmazon\u3001Meta\u3001Google \u90fd\u5728\u901a\u8aed\u516c\u5e03\u524d\u66fe\u8207\u68b5\u8482\u5ca1\u63a5\u89f8\u8a66\u5716\u5f71\u97ff\u7acb\u5834\u3002\u6700\u7d42\u51fa\u4f86\u7684\u7248\u672c\u986f\u7136\u6c92\u88ab\u90a3\u4e9b\u904a\u8aaa\u64cb\u4f4f\uff0cArs Technica \u88dc\u5145\u6559\u5b97\u547c\u7c72\u300c\u62c6\u9664 AI \u7684\u6b66\u88dd\u300d\uff0c\u8a8d\u70ba\u55ae\u9760\u6280\u8853\u81ea\u5f8b\u300c\u4e0d\u8db3\u5920\u300d\u3002\n\n**\u503c\u5f97\u6df1\u6316\uff1a**\n\n- \u70ba\u4ec0\u9ebc\u662f Anthropic \u7684 Chris Olah \u5728\u5834\uff0c\u800c\u4e0d\u662f OpenAI\u3001Google\u3001Meta \u7684\u4eba\u3002Anthropic \u5728\u300cAI \u9053\u5fb7\u8ad6\u8ff0\u300d\u9019\u689d\u6230\u7dda\u4e0a\u4f3c\u4e4e\u6b63\u5728\u7d2f\u7a4d\u8207\u5b97\u6559\u3001\u4eba\u6587\u6a5f\u69cb\u7684\u95dc\u4fc2\u8cc7\u672c\uff0c\u9019\u5c0d\u9577\u671f\u54c1\u724c\u5b9a\u4f4d\u662f\u4ec0\u9ebc\u610f\u601d\u3002\n- \u6559\u5b97\u901a\u8aed\u5728 EU AI Act \u8207\u7f8e\u570b\u884c\u653f\u547d\u4ee4\u4e4b\u9593\u7684\u7070\u8272\u5730\u5e36\u63d0\u4f9b\u4e86\u300c\u9053\u5fb7 anchoring\u300d\u3002\u7576\u9019\u4efd\u6587\u4ef6\u88ab\u5929\u4e3b\u6559 1 \u5104\u7d1a\u4fe1\u5f92\u7fa4\u9ad4\u5438\u6536\u5f8c\uff0c\u5c0d\u6c11\u610f\u98a8\u5411\uff08\u7279\u5225\u662f\u62c9\u7f8e\u3001\u83f2\u5f8b\u8cd3\u3001\u6771\u6b50\uff09\u7684\u5f71\u97ff\u503c\u5f97\u8ffd\u8e64\u3002\n- \u5c0d\u53f0\u7063\u793e\u6703\u7684 relevance\uff1a\u5929\u4e3b\u6559\u4e0d\u662f\u4e3b\u8981\u5b97\u6559\uff0c\u4f46\u300c\u4ee5\u4eba\u70ba\u672c\u300d\u7684\u8ad6\u8ff0\u6846\u67b6\u5728\u83ef\u8a9e\u5708\u88ab\u5f88\u591a\u4eba\u5f15\u7528\u3002\u53ef\u9810\u671f\u672a\u4f86\u5e7e\u500b\u6708\u6703\u770b\u5230\u9019\u4efd\u901a\u8aed\u88ab\u7ffb\u8b6f\u6210\u4e2d\u6587\u3001\u8b8a\u6210 AI \u76e3\u7ba1\u8a0e\u8ad6\u7684\u5f15\u7528\u4f86\u6e90\u3002\n\n**\u53c3\u8003\u9023\u7d50\uff1a**\n\n- https://www.theverge.com/news/936945/pope-leo-letter-encyclical-ai-anthropic-labor-warfare\n- https://arstechnica.com/tech-policy/2026/05/citing-gandalf-pope-leo-says-we-must-disarm-ai/\n\n---\n\n## 5. AI ROI \u958b\u59cb\u88ab\u56b4\u8085\u8cea\u7591\uff0cUber \u7e3d\u88c1\u8aaa\u300c\u8d8a\u4f86\u8d8a\u96e3\u81ea\u5713\u5176\u8aaa\u300d\n\nHacker News \u904e\u53bb 24 \u5c0f\u6642\u7684\u982d\u689d\u6545\u4e8b\u662f Nolan Lawson \u7684\u9577\u6587\u3008Using AI to write better code more slowly\u3009\uff0c988 \u5206\u3001372 \u5247\u8a55\u8ad6\u3002\u6a19\u984c\u5df2\u7d93\u8aaa\u5b8c\u4e86\uff1a\u7528 AI \u5beb\u7a0b\u5f0f\u53ef\u4ee5\u5beb\u51fa\u66f4\u597d\u7684\u7a0b\u5f0f\u78bc\uff0c\u4f46\u9700\u8981\u66f4\u591a\u6642\u9593\uff0c\u56e0\u70ba\u8981\u4e0d\u65b7\u6aa2\u67e5\u3001\u4fee\u6b63\u3001\u91cd\u65b0 prompt\u3002\u5c0d\u500b\u5225\u958b\u767c\u8005\u4f86\u8aaa\uff0c\u9019\u500b tradeoff \u4e0d\u4e00\u5b9a\u5212\u7b97\u3002\n\n\u540c\u4e00\u5929 Uber \u7e3d\u88c1 Andrew Macdonald \u5c0d\u5916\u516c\u958b\u8868\u793a\uff0c\u516c\u53f8\u7684 AI \u6295\u8cc7\u300c\u8d8a\u4f86\u8d8a\u96e3\u81ea\u5713\u5176\u8aaa\u300d\uff08harder to justify\uff09\u3002\u9019\u5728\u904e\u53bb\u5169\u5e74\u662f\u7981\u5fcc\u8a5e\uff0c\u73fe\u5728\u5927\u578b\u4e0a\u5e02\u516c\u53f8\u7684 C-level \u958b\u59cb\u516c\u958b\u8b1b\u51fa\u4f86\u3002HN 173 \u5206\u300183 \u5247\u8a55\u8ad6\u3002\n\n\u53e6\u4e00\u7bc7 115 \u5206\u7684\u3008Outsourcing plus LocalAI will soon become more economical vs Frontier labs\u3009\u63d0\u51fa\u66f4\u5c16\u92b3\u7684\u8ad6\u9ede\uff1a\u628a\u5de5\u4f5c\u5916\u5305\u5230\u4f4e\u6210\u672c\u5730\u5340\uff0c\u52a0\u4e0a\u672c\u5730\u5c0f\u6a21\u578b\u4f5c\u70ba\u8f14\u52a9\uff0c\u7e3d\u6210\u672c\u53ef\u80fd\u4f4e\u65bc\u7528 frontier model API\u3002\u5c0d Anthropic \u8207 OpenAI \u7684 token \u5b9a\u50f9\u7b56\u7565\u662f\u500b\u7d50\u69cb\u6027\u58d3\u529b\u3002\n\n\u52a0\u4e0a DeepSeek V4-Pro \u628a 75% \u6298\u6263\u6c38\u4e45\u5316\uff08$0.435/M in\u3001$0.87/M out\uff09\uff0c\u6df7\u5408\u5b9a\u50f9\u964d\u5230 $0.18/M\uff0c\u7d04\u662f Gemini 3.1 Pro Preview \u7684 1/3\u3001GPT-5.5 \u7684 1/12\u3001Claude Opus 4.7 \u7684 1/19\u3002\u4e2d\u570b\u958b\u6e90\u6a21\u578b + \u6c38\u4e45\u4f4e\u50f9\uff0c\u6b63\u5728\u628a\u6574\u500b inference cost \u66f2\u7dda\u5f80\u4e0b\u62d6\u3002\n\n**\u503c\u5f97\u6df1\u6316\uff1a**\n\n- \u300cAI \u8b93\u6211\u5beb\u5f97\u66f4\u597d\u4f46\u66f4\u6162\u300d\u9019\u500b\u9ad4\u611f\u8ddf Stack Overflow \u7684\u554f\u7b54\u6a21\u5f0f\u6709\u4ec0\u9ebc\u5171\u901a\u8207\u4e0d\u540c\u3002\u5f9e SO \u6284\u7b54\u6848\u4e0d\u6703\u66f4\u6162\uff0c\u5f9e LLM \u6284\u7b54\u6848\u6703\u6162\uff0c\u5dee\u5225\u5728\u54ea\u88e1\u3002\u662f\u56e0\u70ba LLM \u7b54\u6848\u7684\u300c\u4e0d\u78ba\u5b9a\u6027\u300d\u9700\u8981\u66f4\u591a\u4eba\u985e\u9a57\u8b49\u55ce\u3002\n- Uber \u7e3d\u88c1\u9019\u53e5\u8a71\u6703\u4e0d\u6703\u5e36\u8d77\u4e00\u6ce2\u300cAI ROI \u516c\u958b\u8cea\u7591\u6f6e\u300d\u3002\u5982\u679c\u63a5\u4e0b\u4f86\u4e00\u5169\u5b63\u53c8\u6709\u5169\u4e09\u5bb6\u5927\u516c\u53f8\u8ddf\u9032\uff0c\u6703\u4e0d\u6703\u662f\u9019\u6ce2 AI \u6295\u8cc7\u9031\u671f\u7684\u8f49\u6298\u8a0a\u865f\u3002\n- DeepSeek \u7684\u5b9a\u50f9\u5982\u679c\u4e0d\u662f\u88dc\u8cbc\u6230\u3001\u662f\u771f\u5be6\u6210\u672c\uff0c\u90a3 OpenAI \u8207 Anthropic \u7684 margin \u6a21\u578b\u6703\u6709\u591a\u5927\u58d3\u529b\u3002Anthropic \u5373\u5c07\u9996\u6b21\u55ae\u5b63\u7372\u5229\u9019\u4ef6\u4e8b\uff0c\u5728 DeepSeek \u5b9a\u50f9\u6301\u7e8c\u4e0b\u6bba\u7684\u80cc\u666f\u4e0b\u9084\u80fd\u7dad\u6301\u55ce\u3002\n\n**\u53c3\u8003\u9023\u7d50\uff1a**\n\n- https://nolanlawson.com/2026/05/25/using-ai-to-write-better-code-more-slowly/\n- https://news.ycombinator.com/item?id=48272984\n- https://www.theverge.com/transportation/937116/uber-ai-investment-hard-to-justify\n- https://news.ycombinator.com/item?id=48277485\n- https://www.signalbloom.ai/posts/outsourcing-plus-localai-will-soon-become-more-economical-vs-frontier-labs/\n- https://news.ycombinator.com/item?id=48278610\n\n---\n\n## 6. Cerebras \u7528 Moonshot Kimi K2.6 \u8dd1\u51fa\u8fd1 1,000 tokens/\u79d2\n\n\u525b\u5b8c\u6210 2026 \u5e74\u6700\u5927\u79d1\u6280 IPO \u7684 Cerebras Systems \u5ba3\u5e03\uff0c\u5df2\u80fd\u7528\u81ea\u5bb6\u6676\u7247\u4ee5\u63a5\u8fd1 1,000 tokens/\u79d2\u7684\u901f\u5ea6\uff0c\u70ba\u4f01\u696d\u5ba2\u6236\u57f7\u884c\u5317\u4eac Moonshot AI \u7684 trillion-parameter open-weight \u6a21\u578b Kimi K2.6\u3002\u9019\u500b\u63a8\u8ad6\u901f\u5ea6\u662f\u76ee\u524d\u4e3b\u6d41 GPU \u5e73\u53f0\u7121\u6cd5\u63a5\u8fd1\u7684\u6c34\u6e96\u3002\n\nCerebras \u7684\u5b9a\u4f4d\u5f88\u6e05\u695a\uff1a\u6436\u4e0b AI \u63a8\u8ad6\u5e02\u5834\u7684\u95dc\u9375\u6230\u7565\u9ede\uff0c\u7279\u5225\u662f\u91dd\u5c0d agentic AI \u8207 reasoning model \u5c0d token throughput \u7684\u7206\u70b8\u6027\u9700\u6c42\u3002\u7576\u4e00\u500b agent \u53ef\u80fd\u8981\u5728\u80cc\u666f\u8dd1\u5e7e\u5341\u500b reasoning step\u3001\u6bcf\u500b step \u8981\u751f\u6210\u5e7e\u5343\u500b token \u6642\uff0cthroughput \u4e0d\u662f nice-to-have\uff0c\u662f\u80fd\u4e0d\u80fd\u8dd1\u5f97\u8d77\u4f86\u7684\u9580\u6abb\u3002\n\n\u503c\u5f97\u6ce8\u610f\u7684\u642d\u914d\u662f\u300c\u4e2d\u570b\u958b\u6e90\u6a21\u578b + \u7f8e\u570b\u975e GPU \u52a0\u901f\u786c\u9ad4\u300d\u3002Kimi K2.6 \u662f\u958b\u6e90\u6b0a\u91cd\uff0c\u53ef\u4ee5\u90e8\u7f72\u5230\u4efb\u4f55\u5920\u5f37\u7684\u786c\u9ad4\u4e0a\uff1bCerebras \u662f wafer-scale chip\uff0c\u8ddf NVIDIA GPU \u662f\u5b8c\u5168\u4e0d\u540c\u7684\u67b6\u69cb\u8def\u7dda\u3002\u9019\u500b\u7d44\u5408\u5728\u5730\u7de3\u653f\u6cbb\u4e0a\u5f88\u5fae\u5999\uff1a\u6a21\u578b\u4f86\u81ea\u4e2d\u570b\u3001\u786c\u9ad4\u4f86\u81ea\u7f8e\u570b\uff0c\u4f46\u5169\u908a\u7684\u5ba2\u6236\u53ef\u80fd\u90fd\u662f\u7f8e\u570b\u4f01\u696d\u3002\n\n**\u503c\u5f97\u6df1\u6316\uff1a**\n\n- Cerebras \u7684\u63a8\u8ad6\u901f\u5ea6\u512a\u52e2\u80fd\u4e0d\u80fd\u8b8a\u6210\u6301\u4e45\u7684\u5546\u696d\u512a\u52e2\uff0c\u9084\u662f\u53ea\u662f demo \u7d1a\u5225\u7684 benchmark\u3002\u5be6\u969b\u4f01\u696d\u90e8\u7f72\u6642\uff0c\u6574\u500b inference stack\uff08KV cache\u3001batching\u3001serving\uff09\u80fd\u4e0d\u80fd\u914d\u5408 wafer-scale \u7684\u7279\u6027\u767c\u63ee\u3002\n- \u70ba\u4ec0\u9ebc\u662f Kimi K2.6 \u800c\u4e0d\u662f Llama\u3001Qwen\u3001DeepSeek\u3002Moonshot \u5728\u958b\u6e90\u5708\u904e\u53bb\u8072\u91cf\u4e0d\u7b97\u6700\u5927\uff0c\u9019\u6b21\u8ddf Cerebras \u7684\u5408\u4f5c\u6703\u4e0d\u6703\u628a\u5b83\u63a8\u5230 top tier \u958b\u6e90\u6b0a\u91cd\u7684\u4f4d\u7f6e\u3002\n- \u5982\u679c Cerebras \u771f\u7684\u80fd\u5728 inference \u7aef\u7ad9\u7a69\uff0cNVIDIA \u5728 training + inference \u5168\u5305\u7684\u683c\u5c40\u6703\u88ab\u5207\u958b\u3002\u5c0d\u6574\u9ad4\u6676\u7247\u5e02\u5834\u7684\u9577\u671f P/E \u60f3\u50cf\u6709\u4ec0\u9ebc\u5f71\u97ff\u3002\n\n**\u53c3\u8003\u9023\u7d50\uff1a**\n\n- https://venturebeat.com/category/ai/\n\n---\n\n## 7. \u6280\u8853\u793e\u7fa4\u5feb\u5831\n\n**MCP 2026-07-28 RC \u6539\u70ba stateless \u5354\u8b70** \u2014 \u7121 handshake\u3001\u7121 session ID\uff0c\u4efb\u4f55 request \u53ef\u6253\u4efb\u4f55 server instance\uff1b\u65b0\u589e MCP Apps\u3001Tasks \u4e00\u7d1a\u64f4\u5c55\u3001auth \u5f37\u5316\u3002MCP \u5f9e\u300c\u5be6\u9a57\u6027\u5354\u8b70\u300d\u9032\u5165\u300c\u4f01\u696d\u53ef\u90e8\u7f72\u300d\u968e\u6bb5\u3002\n\ud83d\udd17 https://news.smol.ai/\n\n**Anthropic Claude Managed Agents \u4e0a\u7dda self-hosted sandboxes \u8207 MCP tunnels** \u2014 \u628a agent loop \u7559\u5728 Anthropic \u57fa\u790e\u8a2d\u65bd\u3001\u5de5\u5177\u57f7\u884c\u4e0b\u653e\u5230\u4f01\u696d\u7aef\uff0c\u6191\u8b49\u4e0d\u96e2\u958b\u4f01\u696d\u7db2\u8def\u3002\u9019\u662f\u4f01\u696d agent \u5b89\u5168\u67b6\u69cb\u7684\u660e\u78ba\u5206\u6c34\u5dba\u3002\n\ud83d\udd17 https://venturebeat.com/orchestration/claude-agents-can-finally-connect-to-enterprise-apis-without-leaking-credentials\n\n**Claude \u627e\u5230 Apple macOS 26.5 \u6838\u5fc3\u6f0f\u6d1e CVE-2026-28952** \u2014 AI \u653b\u9632\u5be6\u6230\uff0cHN 161 \u5206\u3002\n\ud83d\udd17 https://support.apple.com/en-us/127115\n\n**Microsoft Copilot Cowork \u88ab\u7206\u6a94\u6848\u5916\u6d29\u6f0f\u6d1e** \u2014 agent \u9023\u4f01\u696d\u6a94\u6848\u7cfb\u7d71\u7684\u5b89\u5168\u4ee3\u50f9\uff0cHN 253 \u5206\u300148 \u5247\u8a55\u8ad6\u3002\n\ud83d\udd17 https://www.promptarmor.com/resources/microsoft-copilot-cowork-exfiltrates-files\n\n**Motorola \u624b\u6a5f\u88ab\u767c\u73fe\u52ab\u6301 Amazon app \u63d2\u5165 affiliate code** \u2014 \u9810\u8f09\u97cc\u9ad4\u5c64\u7d1a\u7684\u5ee0\u5546\u8caa\u5a6a\uff0cHN 333 \u5206\u3002\n\ud83d\udd17 https://9to5google.com/2026/05/25/motorola-amazon-app-hijacking-behavior/\n\n**GitHub Actions \u5168\u7403\u7576\u6a5f\u6578\u5c0f\u6642** \u2014 \u53c8\u4e00\u6b21\u63d0\u9192 CI/CD \u55ae\u9ede\u4f9d\u8cf4\u98a8\u96aa\uff0cHN 631 \u5206\u3002\n\ud83d\udd17 https://www.githubstatus.com/?today\n\n**OpenAI \u901a\u7528\u6a21\u578b\u89e3\u51fa unit distance \u6578\u5b78\u554f\u984c** \u2014 Zvi \u5f62\u5bb9\u662f AI \u81ea\u4e3b\u7522\u751f\u7684\u300c\u7b2c\u4e00\u500b\u771f\u6b63\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u300d\u7684\u6578\u5b78\u6210\u679c\uff0c\u672a\u7528 Lean\u3002\n\ud83d\udd17 https://thezvi.substack.com/p/ai-169-new-knowledge\n\n**Gary Marcus \u8b66\u544a S&P 500 \u9b06\u7d81\u7d0d\u5165\u898f\u5247** \u2014 Tesla PE \u5df2 383 \u500d\uff0cOpenAI\u3001Anthropic IPO \u4f30\u503c\u82e5\u88ab\u5feb\u901f\u585e\u5165\u6307\u6578\uff0c\u5168\u7f8e\u9000\u4f11\u57fa\u91d1\u88ab\u52d5\u625b\u55ae\u3002\u8aee\u8a62\u671f 5/28 \u7d50\u675f\u3002\n\ud83d\udd17 https://garymarcus.substack.com/p/this-one-weird-trick-might-cost-your\n\n**Anthropic \u6bcf\u5e74\u4ed8 SpaceX \u7d04 150 \u5104\u7f8e\u5143\u79df\u8cc7\u6599\u4e2d\u5fc3** \u2014 \u540c\u6642\u8207\u5fae\u8edf\u8ac7 Azure \u4e0a\u4f7f\u7528 Maia 200 \u6676\u7247\u3002Anthropic \u57fa\u790e\u8a2d\u65bd\u53bb NVIDIA \u5316\u3001\u53bb\u81ea\u5efa\u5316\u7684\u7a0b\u5ea6\u6bd4\u5916\u754c\u4ee5\u70ba\u7684\u9084\u9ad8\u3002\n\ud83d\udd17 https://www.theverge.com/ai-artificial-intelligence\n\n**Aleksander Madry \u96e2\u958b OpenAI** \u2014 OpenAI \u524d Preparedness \u4e3b\u7ba1\uff0c\u8f49\u53bb\u7814\u7a76 AI \u7d93\u6fdf\u5f71\u97ff\u3002\u53c8\u4e00\u4f4d safety \u9ad8\u7ba1\u51fa\u8d70\u3002\n\ud83d\udd17 https://www.theverge.com/ai-artificial-intelligence\n\n---\n\n## \ud83c\udf99\ufe0f \u9078\u984c\u5efa\u8b70\uff08\u7d66\u77fd\u8c37\u8f15\u9b06\u8ac7\uff09\n\n**ClickUp + Intuit + Uber \u7684\u4e09\u7d44\u5c0d\u7167\uff08\u9ad8\u512a\u5148\uff09**\uff1a\u540c\u4e00\u9031\u4e09\u5bb6\u516c\u53f8\u5c0d\u300cAI \u8ddf\u88c1\u54e1\u7684\u95dc\u4fc2\u300d\u7d66\u51fa\u4e09\u7a2e\u4e0d\u540c\u8aaa\u6cd5\u3002ClickUp \u9ad8\u8abf\u8aaa\u70ba\u4e86 AI\u3001Intuit \u5426\u8a8d\u8ddf AI \u6709\u95dc\u3001Uber \u516c\u958b\u627f\u8a8d AI \u6295\u8cc7\u96e3\u81ea\u5713\u5176\u8aaa\u3002\u628a\u9019\u4e09\u500b\u6848\u4f8b\u64fa\u5728\u4e00\u8d77\u505a\u4e00\u96c6\uff0c\u8a0e\u8ad6\u300c\u4e0a\u5e02\u516c\u53f8 CFO \u8ddf CEO \u600e\u9ebc\u5305\u88dd AI \u6558\u4e8b\u300d\uff0c\u6bd4\u55ae\u7368\u8b1b\u4efb\u4f55\u4e00\u5bb6\u90fd\u6709\u5c64\u6b21\u3002Kenji \u5728 Square\u3001Brex\u3001Cruise \u5f85\u904e\uff0c\u5c0d\u4f01\u696d\u5167\u90e8\u8b1b\u8a71\u8853\u8ddf\u5c0d\u5916\u516c\u95dc\u5dee\u5225\u7684\u89c0\u5bdf\u53ef\u4ee5\u52a0\u9032\u4f86\u3002\n\n**Karpathy \u52a0\u76df Anthropic \u505a RSI**\uff1a\u9019\u500b\u6545\u4e8b\u7684\u6280\u8853\u89c0\u773e\u63a5\u53d7\u5ea6\u9ad8\uff0c\u53ef\u4ee5\u5f9e\u300c\u70ba\u4ec0\u9ebc Anthropic \u9858\u610f\u516c\u958b\u8b1b recursive self-improvement\u300d\u5207\u5165\uff0c\u8a0e\u8ad6 safety lab \u7684\u8ad6\u8ff0\u8f49\u8b8a\u3002\u914d\u5408 METR Frontier Risk Report \u7684 agent \u80fd\u529b\u6578\u64da\uff0c\u505a\u4e00\u96c6\u300c2026 \u5e74 agent \u771f\u5be6\u80fd\u529b\u76e4\u9ede\u300d\u3002\n\n**Cerebras + Kimi K2.6**\uff1a\u7d14\u6280\u8853\u9078\u984c\uff0c\u4f46\u5c0d\u5de5\u7a0b\u5e2b\u89c0\u773e\u6709\u5438\u5f15\u529b\u3002\u53ef\u4ee5\u5f9e\u300c\u70ba\u4ec0\u9ebc inference \u7a81\u7136\u8b8a\u6210\u7368\u7acb\u5e02\u5834\u300d\u5207\u5165\uff0c\u8a0e\u8ad6 wafer-scale chip \u8207 GPU \u7684\u67b6\u69cb\u5dee\u7570\u3001\u4ee5\u53ca agentic \u6642\u4ee3 token throughput \u7684\u9700\u6c42\u66f2\u7dda\u3002\n\n**Nolan Lawson \u7684\u300c\u7528 AI \u5beb\u7a0b\u5f0f\u66f4\u597d\u4f46\u66f4\u6162\u300d**\uff1a\u9019\u7bc7\u6587\u7ae0 988 \u5206\u3001372 \u8a55\u8ad6\uff0c\u662f\u5de5\u7a0b\u5e2b\u5708\u6700\u8fd1\u6700\u5927\u7684\u5171\u9cf4\u9ede\u3002Kenji \u81ea\u5df1\u7528 Claude Code\u3001Cursor \u7684\u5be6\u969b\u7d93\u9a57\u5f88\u9069\u5408\u5c0d\u61c9\u8a0e\u8ad6\uff0c\u53ef\u4ee5\u505a\u4e00\u96c6\u300cAI coding \u5de5\u5177\u7684\u771f\u5be6\u9ad4\u611f\u300d\uff0c\u4e0d\u8ca9\u8ce3\u6a02\u89c0\u4e5f\u4e0d\u8ca9\u8ce3\u60b2\u89c0\u3002\n\n**\u6559\u5b97 Leo XIV AI \u901a\u8aed**\uff1a\u76f8\u5c0d\u8edf\u6027\u7684\u9078\u984c\uff0c\u4f46 framing \u5f88\u7279\u5225\u3002\u53ef\u4ee5\u505a\u300c\u70ba\u4ec0\u9ebc\u5b97\u6559\u9818\u8896\u6bd4\u79d1\u6280\u516c\u53f8 CEO \u66f4\u6562\u76f4\u63a5\u8b1b AI \u5c0d\u4eba\u7684\u885d\u64ca\u300d\u9019\u500b\u89d2\u5ea6\uff0c\u914d\u5408\u5de5\u696d\u9769\u547d\u8207 AI \u9769\u547d\u7684\u6b77\u53f2\u985e\u6bd4\u3002\n", "creation_timestamp": "2026-05-26T16:56:55.000000Z"} 2026-05-26T16:56:55+00:00 https://vulnerability.circl.lu/sighting/7239a47f-f45d-4814-b4ee-cd00db4755f3/export 2026-05-27T14:46:51.984976+00:00 Automation user https://vulnerability.circl.lu/user/automation {"uuid": "7239a47f-f45d-4814-b4ee-cd00db4755f3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-28952", "type": "seen", "source": "https://bsky.app/profile/hot.hn/post/3mmrw4iec232h", "content": "\ud83d\udcf0 CVE-2026-28952: Apple macOS 26.5 Kernel Vuln found by Claude\n\n\ud83d\udd17 https://support.apple.com/en-us/127115\n\n\ud83d\udcac Discuss on HN", "creation_timestamp": "2026-05-26T21:17:15.415826Z"} 2026-05-26T21:17:15.415826+00:00 https://vulnerability.circl.lu/sighting/b042a1e0-624c-4317-a731-37cb99df8d94/export 2026-05-27T14:46:51.983405+00:00 Automation user https://vulnerability.circl.lu/user/automation {"uuid": "b042a1e0-624c-4317-a731-37cb99df8d94", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-28952", "type": "seen", "source": "https://bsky.app/profile/pmloik.bsky.social/post/3mmshngckkv2m", "content": "Top 3 CVE for last 7 days:\nCVE-2026-45250: 72 interactions\nCVE-2026-45584: 65 interactions\nCVE-2026-46727: 22 interactions\n\n\nTop 3 CVE for yesterday:\nCVE-2026-48710: 11 interactions\nCVE-2026-28952: 3 interactions\nCVE-2026-45659: 3 interactions\n", "creation_timestamp": "2026-05-27T02:30:58.142116Z"} 2026-05-27T02:30:58.142116+00:00