We need respond as subagent exploration. Need search web for 2026-07-07 or today latest content. Current date system says 2026-06-08, user asks 2026-07-07 future? Need maybe explain cannot find future date? But instruction says search 2026-07-07 or today latest. Need collect 4-6 AI hot candidates focusing 机器之心， 量子位. Need only read. Need likely web search. Need todo? Multi-step research. Use todo maybe. We need first read todo. Then search. Also perhaps current date mismatch: 2026-07-07 is future relative to current 2026-06-08. We need search date. Search web. Need cite links. We need gather from sources. Use web_search.[
{
"function": {
"arguments": "{}",
"name": "mshtools-todo_read"
},
"id": "mshtools-todo_read_0",
"index": 0,
"type": "function"
}
]No detailed content available.
Create todo list: confirm date/search sources, collect candidates, format.[
{
"function": {
"arguments": "{\"todos\":[{\"id\": \"t1\", \"content\": \"检索机器之心、量子位在 2026-07-07/今日及近 72 小时 AI 热点\", \"status\": \"in_progress\", \"priority\": \"high\"}, {\"id\": \"t2\", \"content\": \"筛选 4-6 条适合微信公众号 AI 科技自媒体的候选热点\", \"status\": \"pending\", \"priority\": \"high\"}, {\"id\": \"t3\", \"content\": \"整理标题、来源、时间、数字、冲突点、用户体感、角度与链接\", \"status\": \"pending\", \"priority\": \"high\"}]}",
"name": "mshtools-todo_write"
},
"id": "mshtools-todo_write_1",
"index": 0,
"type": "function"
}
]No detailed content available.
Need search. User asks 2026-07-07 or today latest content. Current date 2026-06-08. Future date not possible. Need maybe web current actual may be 2025? Let's search broad. Use queries: site:jiqizhixin.com 2026-07-07 AI; site:qbitai.com 2026-07-07; 机器之心 今日 AI 热点； 量子位 今日 AI. Also maybe direct websites.[
{
"function": {
"arguments": "{\"queries\":[\"site:jiqizhixin.com 2026-07-07 AI 机器之心\", \"site:qbitai.com 2026-07-07 AI 量子位\", \"机器之心 今日 AI 热点 2026-07-07\", \"量子位 今日 AI 热点 2026-07-07\"]}",
"name": "mshtools-web_search"
},
"id": "mshtools-web_search_2",
"index": 0,
"type": "function"
},
{
"function": {
"arguments": "{\"queries\":[\"机器之心 最新 AI 融资 benchmark 用户量\", \"量子位 最新 AI 融资 benchmark 用户量\", \"site:jiqizhixin.com AI 融资 今日\", \"site:qbitai.com AI 融资 今日\"]}",
"name": "mshtools-web_search"
},
"id": "mshtools-web_search_3",
"index": 1,
"type": "function"
}
]No detailed content available.
Search results include qbitai actual 2026/07 entries, perhaps website has future content available. Need gather 4-6 candidates. Need focus sources 机器之心， 量子位. Machine Heart result for 2026-07-07 maybe query didn't show direct but snippet from 2025-01 page includes related latest on 06月07日. Need search direct jiqizhixin 2026/07/07 or date archive. Search. Also QbitAI likely has date archive for 2026/07 maybe. Need specific articles on 2026-07-07, maybe qbitai only 2? Search within qbitai date 2026/07/07. Also machineheart. Use search.[
{
"function": {
"arguments": "{\"queries\":[\"site:jiqizhixin.com/articles/2026-07-07 机器之心 AI\", \"site:jiqizhixin.com/articles/2026-07-07\", \"site:jiqizhixin.com/articles/2026-07 机器之心 7月7日 AI\", \"机器之心 2026-07-07 Claude Code AI\"]}",
"name": "mshtools-web_search"
},
"id": "mshtools-web_search_4",
"index": 0,
"type": "function"
},
{
"function": {
"arguments": "{\"queries\":[\"site:qbitai.com/2026/07/ 2026-07-07 量子位 AI\", \"site:qbitai.com/2026/07/445 量子位 2026-07-07\", \"量子位 2026-07-07 全球首款 AI 智能体手机\", \"量子位 2026-07-07 AI4S 自主发现\"]}",
"name": "mshtools-web_search"
},
"id": "mshtools-web_search_5",
"index": 1,
"type": "function"
}
]No detailed content available.
We have search results. Need maybe visit articles for details if snippets insufficient. Need focus sources. Could use qbitai articles 118, 109, 105, 46, 8, maybe qbitai 122 from 7/3, 103 7/2. For 机器之心， search result 95 shows today's content (date weird maybe 2026-07-07 due query) from article library snippet. Need actual article links. Search exact titles. Use search exact titles: 智源悟界·RoboBrain Orca; 今天「空间原生」时代正式到来； Fast LeWorldModel; Nova S1; J空间； LingBot on jiqizhixin. Also perhaps machine heart articles may be direct accessible via search result snippets but not direct. Search.[
{
"function": {
"arguments": "{\"queries\":[\"site:jiqizhixin.com \\\"智源悟界·RoboBrain Orca\\\"\", \"site:jiqizhixin.com \\\"空间原生\\\" \\\"今天\\\"\", \"site:jiqizhixin.com \\\"Fast LeWorldModel\\\"\", \"site:jiqizhixin.com \\\"Nova S1\\\" \\\"天使轮\\\"\"]}",
"name": "mshtools-web_search"
},
"id": "mshtools-web_search_6",
"index": 0,
"type": "function"
},
{
"function": {
"arguments": "{\"queries\":[\"site:jiqizhixin.com \\\"刚刚，Anthropic发现Claude\\\" \\\"J空间\\\"\", \"site:jiqizhixin.com \\\"LingBot-Depth 2.0\\\" \\\"机器人视觉\\\"\", \"site:jiqizhixin.com \\\"70亿级参数模型BetaDescribe\\\"\", \"site:jiqizhixin.com \\\"TryOnCrafter\\\" \\\"ECCV\\\"\"]}",
"name": "mshtools-web_search"
},
"id": "mshtools-web_search_7",
"index": 1,
"type": "function"
}
]No detailed content available.
Search results show machine heart homepage not direct links, but enough for titles and link to homepage or article library? User requested links; should provide actual link where available. For machineheart exact direct links maybe hidden by JS; search can't find. Could visit homepage and inspect clickable elements maybe. Use browser_visit or read page? Let's visit machine heart homepage.[
{
"function": {
"arguments": "{\"url\":\"https://www.jiqizhixin.com/\",\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_8",
"index": 0,
"type": "function"
}
]No detailed content available.
Browser shows divs not clickable? Maybe homepage uses JavaScript with div, no links in extraction. Need click maybe element 24? Use browser_click? It might reveal article? We can click div. Need links. Let's click relevant elements maybe to get URL. Element 24 space native.[
{
"function": {
"arguments": "{\"citation_id\":132,\"element_index\":24,\"need_screenshot\":false}",
"name": "mshtools-browser_click"
},
"id": "mshtools-browser_click_9",
"index": 0,
"type": "function"
}
]No detailed content available.
Great. Need maybe click other relevant machineheart from list? We can use browser_visit homepage and click element 27 or maybe element 20. We'll gather direct links. Candidate list can include both sources, not necessarily all both. Need 4-6 candidates. We need robust details and numbers. We can collect 6 maybe: 1 LingBot-Vision/Depth2.0 (MachineHeart + QbitAI duplicate maybe choose one source, maybe source machine heart for detailed article). 2 Anthropic Claude J-space (QbitAI or MachineHeart). 3 openJiuwen Skill-Omni (QbitAI). 4 WAIC AI4S (QbitAI) maybe less user-facing. 5 LongCat-2.0 domestic zero Nvidia trillion model (QbitAI 7/2) maybe within 72h? 7/2 vs 7/7 5 days, not 72h. But user said 2026-07-07 or today latest, if today 7/7 then 7/2 is >72, not ideal. Could use qbitai 7/3 ElementsClaw (4 days). Need 24-72 from 7/7 means after 7/4, but QbitAI has 7/5 Fable5, Meta Compute, AdaJEPA. Search snippets. Could choose 7/5 Meta Compute, 7/5 AdaJEPA. But user focus sources. We need 4-6 candidate hot topics, likely include 7/7 and latest 72h if no today content. We have enough 7/7: LingBot (two articles), Skill-Omni, Claude J-space, WAIC AI4S. Need 4; maybe add machineheart TryOnCrafter 7/7 (from Sohu mirrored, but MachineHeart link direct can click). It is user-facing (e-commerce virtual try-on). Another machineheart Nova S1 with funding (today). Need direct links. Use browser click elements 27, 28, maybe 20? Let's visit homepage/click or direct predicted article URLs. Browser direct links likely /articles/2026-07-07-? Based list. We can click. Use browser_visit homepage and click elements 27/28? The current page has list as div element 6 but individual not in elements. Better browser_visit citation 132 and click elements 27/28 from homepage. But current tabs? Use browser_visit citation_id 132 to return. Then click 27.[
{
"function": {
"arguments": "{\"citation_id\":132,\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_10",
"index": 0,
"type": "function"
}
]No detailed content available.
Click 27.[
{
"function": {
"arguments": "{\"citation_id\":132,\"element_index\":27,\"need_screenshot\":false}",
"name": "mshtools-browser_click"
},
"id": "mshtools-browser_click_11",
"index": 0,
"type": "function"
}
]No detailed content available.
Article body didn't show maybe because lazy? Need maybe screenshot? Browser only text minimal. Use web_search exact maybe snippet? Search.[
{
"function": {
"arguments": "{\"queries\":[\"\\\"长得好看又会\\\" \\\"Nova S1\\\" \\\"数千万\\\"\", \"\\\"深穹星核\\\" \\\"Nova S1\\\" \\\"天使轮\\\"\", \"\\\"Nova S1\\\" \\\"深穹星核\\\" \\\"机器之心\\\"\"]}",
"name": "mshtools-web_search"
},
"id": "mshtools-web_search_12",
"index": 0,
"type": "function"
}
]No detailed content available.
We got Nova details via search result and direct jiqizhixin link. Need maybe click TryOnCrafter. Use browser click 28.[
{
"function": {
"arguments": "{\"citation_id\":132,\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_13",
"index": 0,
"type": "function"
}
]No detailed content available.
Click 28.[
{
"function": {
"arguments": "{\"citation_id\":132,\"element_index\":28,\"need_screenshot\":false}",
"name": "mshtools-browser_click"
},
"id": "mshtools-browser_click_14",
"index": 0,
"type": "function"
}
]No detailed content available.
Article body hidden but search result has details. Good. Need maybe click Claude J-space direct link. On homepage after element 28 not indexed maybe not accessible? It is included text but not element. Could use URL pattern. Need determine article number. List order: article 2026-07-07-? Based TryOn 3, Nova 4, LingBot Depth maybe 5? Space native 7. Claude maybe 1? Let's search exact.[
{
"function": {
"arguments": "{\"queries\":[\"\\\"刚刚，Anthropic发现Claude\\\" \\\"J空间\\\" \\\"机器之心\\\"\", \"\\\"J空间\\\" \\\"Claude\\\" \\\"机器之心\\\" \\\"2026-07-07\\\"\", \"\\\"Claude\\\" \\\"类意识工作台\\\" \\\"J空间\\\"\"]}",
"name": "mshtools-web_search"
},
"id": "mshtools-web_search_15",
"index": 0,
"type": "function"
}
]No detailed content available.
Search gave J-space detail. But user specifically重点来源 MachineHeart and QbitAI. We have QbitAI direct for Claude 118 with similar. Use QbitAI link. Good. Need maybe visit qbitai 118 to get content/time. Use browser_visit maybe direct.[
{
"function": {
"arguments": "{\"url\":\"https://www.qbitai.com/2026/07/444741.html\",\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_16",
"index": 0,
"type": "function"
}
]No detailed content available.
Need more from qbitai J-space maybe scroll. Use browser_find keywords like 25.[
{
"function": {
"arguments": "{\"citation_id\":168,\"keyword\":\"25\",\"need_screenshot\":false}",
"name": "mshtools-browser_find"
},
"id": "mshtools-browser_find_17",
"index": 0,
"type": "function"
}
]No detailed content available.
Browser_find didn't find 25; maybe article no mention. Search result 241 had 25 active concepts. But qbitai may not include. Need maybe use qbitai content. Use qbitai summary: small set of neural representations <1/10 compute; deleting causes drop in reasoning. Need exact numbers: <10%, 25 from other source? Maybe can mention qbitai says <1/10; other data from source if needed. User asked concrete numbers (benchmark, etc). <1/10 enough. Maybe include 25 if sourced from 163 not focus? Better avoid unsourced if not from qbitai. But article's reference maybe full paper. However each item should have specific numbers. For J-space use: 占运算量不到十分之一； maybe no benchmark. Good.
Need visit qbitai Skill-Omni 105 for details.[
{
"function": {
"arguments": "{\"url\":\"https://www.qbitai.com/2026/07/445229.html\",\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_18",
"index": 0,
"type": "function"
}
]No detailed content available.
Need further numbers in Skill-Omni? Find benchmark maybe. Use find '实验' '三'.[
{
"function": {
"arguments": "{\"citation_id\":245,\"keyword\":\"实验\",\"skip\":0,\"need_screenshot\":false}",
"name": "mshtools-browser_find"
},
"id": "mshtools-browser_find_19",
"index": 0,
"type": "function"
}
]No detailed content available.
Scroll down maybe content.[
{
"function": {
"arguments": "{\"citation_id\":245,\"scroll_amount\":2500,\"need_screenshot\":false}",
"name": "mshtools-browser_scroll_down"
},
"id": "mshtools-browser_scroll_down_20",
"index": 0,
"type": "function"
}
]No detailed content available.
Skill-Omni no numeric except two entry types, three-step processing. Good.
Need maybe visit qbitai LingBot article 109/46. We already have qbitai search snippets and machineheart full. Use MachineHeart for richer. Could maybe cite both machineheart and qbitai. User asks source; we can say 来源：机器之心 / 量子位 if duplicate. But each candidate should one source. We'll include machineheart direct link for 2026-07-07-7 and perhaps qbitai direct https://www.qbitai.com/2026/07/445230.html for another angle. Need source one maybe MachineHeart. Since focus both sources, across list include both.
Need maybe qbitai WAIC AI4S. Visit.[
{
"function": {
"arguments": "{\"url\":\"https://www.qbitai.com/2026/07/445067.html\",\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_21",
"index": 0,
"type": "function"
}
]No detailed content available.
Need further WAIC specifics: scroll/find '7月' maybe.[
{
"function": {
"arguments": "{\"citation_id\":8,\"keyword\":\"7月\",\"skip\":0,\"need_screenshot\":false}",
"name": "mshtools-browser_find"
},
"id": "mshtools-browser_find_22",
"index": 0,
"type": "function"
}
]No detailed content available.
WAIC has numbers: market $100B, three dimensions, 40 experiments, years->months, 30+ protein projects, 4 financing rounds, July 17-20. Good.
Need maybe qbitai 445230 LingBot direct if we choose. Visit?[
{
"function": {
"arguments": "{\"url\":\"https://www.qbitai.com/2026/07/445230.html\",\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_23",
"index": 0,
"type": "function"
}
]No detailed content available.
Need maybe scroll/find '1.5亿' in qbitai LingBot.[
{
"function": {
"arguments": "{\"citation_id\":246,\"keyword\":\"1.5亿\",\"need_screenshot\":false}",
"name": "mshtools-browser_find"
},
"id": "mshtools-browser_find_24",
"index": 0,
"type": "function"
}
]No detailed content available.
Find '16项'.[
{
"function": {
"arguments": "{\"citation_id\":246,\"keyword\":\"16\",\"need_screenshot\":false}",
"name": "mshtools-browser_find"
},
"id": "mshtools-browser_find_25",
"index": 0,
"type": "function"
}
]No detailed content available.
Maybe qbitai long but browser extraction hidden; find no. Use machineheart full for numbers. Good.
Need maybe use article 46 qbitai has snippet with numbers. We can cite qbitai 46 if title '机器人视觉迎来新突破...' time 11:35. Visit.[
{
"function": {
"arguments": "{\"url\":\"https://www.qbitai.com/2026/07/445184.html\",\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_26",
"index": 0,
"type": "function"
}
]No detailed content available.
Great. Need maybe source 46 enough. Candidate 1 can use qbitai not machineheart. But user重点来源 includes both, no need equal. Need maybe include MachineHeart candidate like TryOnCrafter or Nova. But if sources mostly qbitai and one machineheart maybe okay. Could include both. Let's gather more MachineHeart direct links with details.
Click MachineHeart article 2026-07-07-? for Fast LeWorldModel maybe URL 2026-07-07-5? We know 3 TryOn, 4 Nova, 7 Space, maybe 6 Depth, 5 Fast? Let's direct visit predicted 2026-07-07-6 or -5? Use browser_visit.[
{
"function": {
"arguments": "{\"url\":\"https://www.jiqizhixin.com/articles/2026-07-07-6\",\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_27",
"index": 0,
"type": "function"
}
]No detailed content available.
Article -6 is a great candidate: consumer hardware + AI agent, numbers: founded 2022-12, several hundred million financing? actually 数亿元融资， Pre-A2/A3, 2024 product, two-year revenue near 100M, global potential >100M, Xiaohongshu 900M/3B, TikTok 200B views, traditional pattern 5-10 years, days->minutes. Good. It's not AI core? It's AI hardware and consumer physical AI. Good for WeChat.
Need maybe direct Fast LeWorldModel? URL 2026-07-07-5? Let's visit.[
{
"function": {
"arguments": "{\"url\":\"https://www.jiqizhixin.com/articles/2026-07-07-5\",\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_28",
"index": 0,
"type": "function"
}
]No detailed content available.
Fast LeWorldModel excellent. Need maybe article 2026-07-07-2? Could be LingBot depth direct. Visit.[
{
"function": {
"arguments": "{\"url\":\"https://www.jiqizhixin.com/articles/2026-07-07-2\",\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_29",
"index": 0,
"type": "function"
}
]No detailed content available.
Excellent. Article -1 likely Claude J-space direct. Visit.[
{
"function": {
"arguments": "{\"url\":\"https://www.jiqizhixin.com/articles/2026-07-07-1\",\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_30",
"index": 0,
"type": "function"
}
]No detailed content available.
Article -1 not direct? no title. Maybe article id not found. Use qbitai J-space. Need no issue.
Need maybe maybe direct article numbers 8,9,10 for WPS/Flash/Harness. Visit -8?[
{
"function": {
"arguments": "{\"url\":\"https://www.jiqizhixin.com/articles/2026-07-07-8\",\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_31",
"index": 0,
"type": "function"
}
]No detailed content available.
BetaDescribe candidate AI4S; nice. Need maybe include 6 items: LingBot-Depth, Fast-LeWM, CLAWLAB consumer textile AI, BetaDescribe, Claude J-space, Skill-Omni or WAIC AI4S. But user asks 4-6 candidates; 6 okay. Need not write long. Each includes required fields. Need ensure links. Good.
Need maybe gather exact time for MachineHeart articles. Browser says '6小时前', '8小时前', '5小时前' not absolute. Since user requested 发布日期/时间. We can state 2026-07-07（页面显示“今天/约x小时前”；未给精确时分）. But for qbitai we have exact. For machineheart if current date/time unknown? Search result page showed article URL date 2026-07-07. Browser has '8小时前'. If current around maybe article was posted 2026-07-07 8 hours before our visit. We don't know actual current time. We can include relative. But user asked 2026-07-07 or today latest; relative accepted maybe. Maybe page meta has published time in HTML. Use shell curl or browser source? We can fetch? Use shell curl one page and grep date. Use mshtools-shell or ipython requests. Let's use shell curl for jiqizhixin pages and grep `datePublished` maybe.[
{
"function": {
"arguments": "{\"command\":\"python3 - <<'PY'\\nimport requests, re\\nurls=['https://www.jiqizhixin.com/articles/2026-07-07-2','https://www.jiqizhixin.com/articles/2026-07-07-5','https://www.jiqizhixin.com/articles/2026-07-07-6','https://www.jiqizhixin.com/articles/2026-07-07-8','https://www.jiqizhixin.com/articles/2026-07-07-3','https://www.jiqizhixin.com/articles/2026-07-07-4']\\nfor u in urls:\\n try:\\n t=requests.get(u,timeout=10,headers={'User-Agent':'Mozilla/5.0'}).text\\n print('\\\\nURL',u,'len',len(t))\\n for pat in ['datePublished','published_at','publish','created_at','2026-07-07','time']:\\n if pat in t:\\n print('contains',pat)\\n # print snippets around datePublished or 2026-07\\n for m in re.finditer(r'(datePublished|published_at|created_at|2026-07-07|publishTime|pubDate).{0,100}', t):\\n print(m.group(0)[:200])\\n except Exception as e: print('ERR',u,e)\\nPY\",\"description\":\"Fetch MachineHeart article metadata\",\"timeout\":60000}",
"name": "mshtools-shell"
},
"id": "mshtools-shell_32",
"index": 0,
"type": "function"
}
]No detailed content available.
Curl returns JS. Could use browser page text only. Fine.
Need maybe visit qbitai date archive to confirm latest 7/7 and maybe more candidates like '全球首款AI智能体手机' from official news not qbitai. But user重点 source. Search results qbitai maybe only 4 on 7/7. Machineheart has many. Good.
Need maybe use qbitai article 444741 for J-space numbers. Need scroll find '十分之一' already in first page. Good. Need maybe 'SWE' no.
Need maybe collect Claude J-space more details from qbitai scroll. Use browser_scroll_down around 1000/2000.[
{
"function": {
"arguments": "{\"citation_id\":168,\"need_screenshot\":false}",
"name": "mshtools-browser_visit"
},
"id": "mshtools-browser_visit_33",
"index": 0,
"type": "function"
}
]No detailed content available.
Need perhaps scroll down for examples: spider/ant etc.[
{
"function": {
"arguments": "{\"citation_id\":168,\"keyword\":\"蜘蛛\",\"need_screenshot\":false}",
"name": "mshtools-browser_find"
},
"id": "mshtools-browser_find_34",
"index": 0,
"type": "function"
}
]No detailed content available.
Good. We can mention example.
Need maybe use J-space conflict: AI consciousness hype vs actually access consciousness not phenomenal; privacy/safety: model may think without saying; interpretability breakthrough vs fear of deception. Ordinary user feeling: AI may have hidden thoughts, answers may be more reliable or unsettling; future AI safer if thoughts can be inspected.
Need Skill-Omni conflict: text Skill insufficient for GUI/visual tasks; multimodal memory helps but screenshots/video add context/privacy/copyright concerns; ordinary users can turn B站教程/webpage into reusable agent instructions.
Need BetaDescribe conflict: BlastP high similarity better, AI wins low homology/orphan proteins; hallucination risk in generated annotations vs generator-verifier-judge. User feeling: drug/enzyme discovery faster but not direct consumer.
Need CLAWLAB conflict: cold category vs hot AI hardware; investors pouring into embodied/consumer AI but hardware commercialization unproven; ordinary users can make custom scarves/plush etc.
Need LingBot conflict: robots need semantic recognition vs spatial perception; bigger models not always better, DINOv3 7B vs LingBot 1.1B/0.3B distillation; commercialization with Orbbec; user feeling: home robots less likely to knock over transparent cups, better grasp.
Need Fast-LeWM conflict: world models promise planning but too slow; autoregressive imagination vs parallel future prediction; ordinary users: robots/agents react faster, fewer delays, games/simulations more real-time.
Need maybe not include WAIC because already 6. But user asked 4-6; include 6 best. Which 6? LingBot, Fast-LeWM, Claude J-space, Skill-Omni, BetaDescribe, CLAWLAB. This is balanced: 4 machineheart, 2 qbitai? Actually LingBot machineheart, Fast machineheart, Beta machineheart, CLAWLAB machineheart, Claude qbitai, Skill qbitai. Good.
Need maybe include source/time. For MachineHeart times: from browser pages: LingBot 8小时前， Fast 6小时前， CLAWLAB 6小时前， Beta 5小时前. Page date URL 2026-07-07. We can say 2026-07-07（页面显示“8小时前/6小时前/5小时前”）. For TryOn not included; no need. For CLAWLAB, time page displays 6小时前. For Beta, 5小时前. For Fast, 6小时前. For LingBot, 8小时前. QbitAI exact. Need maybe article link for Beta and CLAWLAB. Yes.
Need maybe include '核心事实' concise.
Need maybe mention '今日内容已找到； 另： 系统当前日期与目标日期？'. We can avoid referencing system date? User asked 2026-07-07 or today. Search found 2026-07-07. Need no explain. But maybe system current date 2026-06-08 conflict; tool search found 2026-07-07. However final should not discuss unless necessary. User wants candidates. But maybe honest: “已找到 2026-07-07 内容”. Good.
Need maybe use todo updates. Mark t1 completed, t2 in_progress then completed, t3. But final soon. Use todo_write.[
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"arguments": "{\"todos\":[{\"id\": \"t1\", \"content\": \"检索机器之心、量子位在 2026-07-07/今日及近 72 小时 AI 热点\", \"status\": \"completed\", \"priority\": \"high\"}, {\"id\": \"t2\", \"content\": \"筛选 4-6 条适合微信公众号 AI 科技自媒体的候选热点\", \"status\": \"in_progress\", \"priority\": \"high\"}, {\"id\": \"t3\", \"content\": \"整理标题、来源、时间、数字、冲突点、用户体感、角度与链接\", \"status\": \"pending\", \"priority\": \"high\"}]}",
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]No detailed content available.
Need maybe check if qbitai Skill-Omni source says author simiao but byline 允中， ok. Need maybe exact title link. Good.
Need perhaps search/visit MachineHeart article for Beta's exact metrics if table not displayed. It says performance table but not numbers in browser. Could mention 7B, 2T+120B tokens, 20 amino acids, PNAS June 29. Specific enough. Conflict point. Good.
Need maybe qbitai Skill-Omni no strong numeric, only 2入口， 3步， release time. Could be accepted as specific. If each item needs specific numbers, 2入口 and 3步 count. Could mention openJiuwen after SwarmSkill/SwarmFlow (third iteration). Good.
Need maybe include qbitai WAIC instead of Skill-Omni? WAIC has more numbers but less user-facing. Skill-Omni fits AI自媒体. User requested 4-6; maybe 6 include both? Too many. Could include WAIC as optional? No, 6 max. Which is more valuable? Skill-Omni is practical; WAIC broader policy/conference. Since user sources qbitai; include Skill. Maybe mention WAIC as backup? User asked 4-6; could include 6 plus one备选？ No, maybe not.
Need maybe ordinary user body for BetaDescribe: no direct ordinary user; explain downstream medicine, enzymes, synthetic biology; not app-level. Good.
Need maybe conflict for CLAWLAB: consumer DIY, cold赛道 vs hot AI hardware; investors 数亿 vs revenue near 100M; market potential with TikTok 200B views and Xiaohongshu 30B. Good.
Need final no long. Use bullet compact, table maybe too wide. User requested many fields per item; use numbered list with labeled fields. Desired oververbosity 5. No long prose. Need maybe use Chinese. Need mention '只读检索，未改动'. Good.
Need maybe include links bare. Good.
Need mark todo complete before final.[
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"arguments": "{\"todos\":[{\"id\": \"t1\", \"content\": \"检索机器之心、量子位在 2026-07-07/今日及近 72 小时 AI 热点\", \"status\": \"completed\", \"priority\": \"high\"}, {\"id\": \"t2\", \"content\": \"筛选 4-6 条适合微信公众号 AI 科技自媒体的候选热点\", \"status\": \"completed\", \"priority\": \"high\"}, {\"id\": \"t3\", \"content\": \"整理标题、来源、时间、数字、冲突点、用户体感、角度与链接\", \"status\": \"completed\", \"priority\": \"high\"}]}",
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]No detailed content available.
Now final. Need concise but complete. Include 6. Each with required fields. Maybe headers: 选题雷达-小K｜2026-07-07 今日候选. Note: 已找到今日内容；机器之心部分页面显示相对时间. Use '发布时间/时间'. For links use direct. Need maybe no citations as no standard required. We can use markdown links.
Need ensure each item: 标题、来源、发布日期/时间、核心事实、具体数字、冲突点、普通用户体感、可写角度、链接. All included. Use compact list.
Let's draft:
已找到 2026-07-07 内容；机器之心部分详情页显示“今天/几小时前”，未给精确时分。
1. 标题： 机器人视觉迎来新突破... 来源： 机器之心 / 新闻资讯原创. 时间： 2026-07-07，页面显示8小时前. 核心： 蚂蚁灵波发布 LingBot-Depth2.0 + LingBot-Vision, 开源4版本， 解决透明/反光/玻璃深度感知. 数字： 1.5亿训练数据；300万->1.5亿；16项测评12第一；RMSE 0.132->0.062；LingBot-Vision 1.6亿图像，4版本ViT-G/L/B/S；年底一体化相机. 冲突： 机器人“看得见语义” vs “看准空间”；大模型参数 vs 任务专用空间原生；开源底座 vs 商业版相机. 体感： 家用/服务机器人抓透明杯、走玻璃栏杆更稳. 角度： “机器人下半场不是会说，而是别抓空”. Link. Fast-LeWM: source 机器之心， 2026-07-07 页面6小时前. Core: 西交大 action-prefix parallel prediction replaces autoregressive rollout; world model planning faster. Numbers: success 85.8->90.5->92.0; dynamics 31.4s->8.0s ~4x; CEM 54.4->28.3s, -48%; 4 envs. Conflict: world model strong but slow; autoregressive imagination vs parallel future; benchmark gain vs real robot complexity. 体感： robot/game AI decisions less lag. Angle: “世界模型从脑补未来到并行预演”. Claude J-space: source 量子位， 2026-07-07 09:38:18. Core: Anthropic found J-space; hidden workspace for reportable/controllable/reasoning concepts; delete/hinder harms high-level reasoning. Numbers: <1/10 compute; examples 3^2-2 internal nine/seven; spider->ant changes 8->6; France->China four answers. Conflict: AI consciousness hype vs mechanistic interpretability; hidden thoughts vs safety audit; 'can inspect' vs 'can manipulate'. 体感： Chatbot may '心里有数但不说'; future debug AI lies/幻觉. Angle: “大模型内心独白被打开”. Skill-Omni: source 量子位， 2026-07-07 13:03:09. Core: openJiuwen releases multimodal Skill paradigm; converts webpage/B站 video to multimodal Skill with screenshots/keyframes/operation flows. Numbers: 2入口 (webpage/video), 3 steps for webpage (parse, denoise, reorganize/filter), after SwarmSkill/SwarmFlow. Conflict: text-only skill vs visual/GUI tasks; reuse knowledge vs context cost/privacy/copyright. 体感： send tutorial link, agent learns operation like watched video. Angle: “Agent说明书进入图文/视频时代”. BetaDescribe: source 机器之心， 2026-07-07 page 5h ago. Core: PNAS paper protein language model reads amino acid sequences and generates natural language function descriptions; generator-verifier-GPT4 judge. Numbers: 7B generator; 2T English tokens + >120B protein-knowledge tokens; 20 amino acid letters; published 2026-06-29 PNAS; cases TiLV all correct polymerase? Mention BlastP only identified one, BetaDescribe all correctly predicted RNA-dependent polymerase activity. Conflict: BlastP high homology better vs AI low homology/orphan; generated hypothesis vs hallucination; lab validation needed. 体感： future drug/enzyme discovery faster. Angle: “蛋白注释从搜相似到让AI写说明”. CLAWLAB: source 机器之心， 2026-07-07 page 6h ago. Core: ex-DJI/Meituan founder builds consumer textile machine + textile AI Agent; users upload photo/natural language, AI generates weaving pattern and machine produces scarf/pet clothes/plush etc. Numbers: founded 2022-12; several rounds >100M? Actually '数亿元融资' and Pre-A2/A3; 2024 auto tufting gun two-year revenue near 100M; traditional pattern master 5-10 yrs/days -> minutes; potential users >100M; Xiaohongshu topics nearly 900M/related >3B; TikTok crochet >200B views. Conflict: unsexy cold category vs AI hardware hot; large financing vs unproven consumer hardware; emotional DIY vs automated production. 体感： ordinary people can design custom scarf/toy at home. Angle: “AI Agent不只写PPT，开始织毛衣”.
Need maybe link Beta title to URL. Good. Final in Chinese. Ensure no long. No more than maybe 2000 words. Good. Could maybe mention links as separate. Let's final.选题雷达-小K｜已找到 **2026-07-07 今日内容**。机器之心部分页面显示“今天/几小时前”，未给精确时分。
### 1）机器人视觉迎来新突破：蚂蚁灵波 LingBot-Depth 2.0
- **来源**：机器之心
- **时间**：2026-07-07，页面显示约 8 小时前
- **核心事实**：蚂蚁灵波发布空间感知模型 LingBot-Depth 2.0，并同步推出/开源视觉基座 LingBot-Vision，主攻机器人“看懂、看准、看稳”物理世界。
- **具体数字**：训练数据从 **300 万→1.5 亿**；深度补全 **16 项测评 12 项第一**；室内大面积深度缺失 RMSE **0.132→0.062**；LingBot-Vision 预训练语料 **1.6 亿张图**，开源 **ViT-G/L/B/S 4 个版本**。
- **冲突点**：机器人不是“认出类别”就够了，而是要理解边界、距离、空间关系；通用视觉大模型 vs 空间原生模型。
- **普通用户体感**：未来家用/服务机器人更不容易抓空透明杯、误判玻璃/镜面。
- **可写角度**：「机器人下半场：会说话不够，先别抓空」
- **链接**：https://www.jiqizhixin.com/articles/2026-07-07-2
### 2）Fast LeWorldModel：世界模型规划加速 4 倍
- **来源**：机器之心
- **时间**：2026-07-07，页面显示约 6 小时前
- **核心事实**：西交大提出 Fast-LeWM，用“动作前缀并行预测”替代一步步自回归 rollout，让世界模型更快“想象未来”。
- **具体数字**：平均成功率 **85.8%→90.5%**，加自一致性后 **92.0%**；动态模块耗时 **31.4s→8.0s**；完整 CEM 求解 **54.4s→28.3s**。
- **冲突点**：世界模型很强但太慢；逐步脑补未来 vs 并行预演未来。
- **普通用户体感**：机器人、游戏 AI、自动驾驶仿真决策延迟更低。
- **可写角度**：「世界模型的 DeepSeek 时刻？先解决慢」
- **链接**：https://www.jiqizhixin.com/articles/2026-07-07-5
### 3）Claude 的脑子里也长出了一块“意识”
- **来源**：量子位
- **时间**：2026-07-07 09:38:18
- **核心事实**：Anthropic 新论文发现 Claude 内部存在类似“全局工作空间”的 J-space，承载模型可报告、可调节、用于推理的内部表征。
- **具体数字**：相关神经表征占运算量 **不到 1/10**；实验中 Claude 心里算 **3²-2**，内部出现 “nine”“seven”；“结网动物有几条腿”中，把内部“蜘蛛”替换成“蚂蚁”，答案从 **8 变 6**。
- **冲突点**：AI 是否“有意识”的噱头 vs 可解释性突破；能读取模型想法，也意味着可能干预模型想法。
- **普通用户体感**：AI 可能“嘴上说一套，心里想一套”；未来也可能更容易被抓出幻觉/隐瞒。
- **可写角度**：「大模型的内心独白，被人类打开了」
- **链接**：https://www.qbitai.com/2026/07/444741.html
### 4）openJiuwen 首发多模态 Skill-Omni
- **来源**：量子位
- **时间**：2026-07-07 13:03:09
- **核心事实**：openJiuwen 发布 Skill-Omni，把网页、B站视频里的截图、关键帧、操作脉络转成 Agent 可复用的多模态 Skill。
- **具体数字**：支持 **2 类入口**：网页链接、视频链接；网页转 Skill 分 **3 步**：自动解析、智能去噪、重组过滤；继 SwarmSkill、SwarmFlow 后再次迭代。
- **冲突点**：纯文本 Skill 说不清 GUI/修图/操作细节；多模态经验更强，但带来上下文成本、隐私和版权问题。
- **普通用户体感**：以后扔给 Agent 一个教程链接，它可能像“看过视频”一样照做。
- **可写角度**：「Agent 说明书，从 Markdown 进入图文/视频时代」
- **链接**：https://www.qbitai.com/2026/07/445229.html
### 5）BetaDescribe：70 亿参数模型给蛋白质“写说明书”
- **来源**：机器之心
- **时间**：2026-07-07，页面显示约 5 小时前
- **核心事实**：PNAS 论文提出 BetaDescribe，直接从蛋白质氨基酸序列生成功能、催化活性、亚细胞定位等自然语言描述。
- **具体数字**：核心生成器 **70 亿参数**；先训约 **2 万亿英文 token**，再加入 **1200 亿+蛋白知识 token**；蛋白质由 **20 种氨基酸字母**组成；论文发表于 **2026-06-29 PNAS**。
- **冲突点**：传统 BlastP 在高相似蛋白上仍强；AI 更擅长低同源/孤儿蛋白，但生成式注释有幻觉风险。
- **普通用户体感**：短期无感，长期影响新药、酶工程、合成生物学研发速度。
- **可写角度**：「AI 不只预测蛋白结构，开始解释蛋白是干什么的」
- **链接**：https://www.jiqizhixin.com/articles/2026-07-07-8
### 6）前大疆员工做消费级纺织机，AI Agent 开始“织毛衣”
- **来源**：机器之心
- **时间**：2026-07-07，页面显示约 6 小时前
- **核心事实**：浪爪智能做家用智能织造 Station，用户上传图片/自然语言描述，纺织 AI Agent 生成版型并驱动机器织造围巾、娃衣、宠物配饰等。
- **具体数字**：公司成立于 **2022 年 12 月**；已获红杉、顺为、元璟、米哈游等 **数亿元融资**；2024 年首款自动簇绒枪两年营收近 **亿元**；传统制版师训练 **5-10 年**，AI 流程压缩到 **几分钟**；小红书相关话题近 **9 亿/30 亿+流量**，TikTok crochet 标签 **2000 亿+观看**。
- **冲突点**：冷门纺织 DIY vs 热门 AI 硬件；大额融资 vs 消费硬件落地不确定。
- **普通用户体感**：不会编织的人也可能在家定制围巾、玩偶、宠物衣服。
- **可写角度**：「AI Agent 不只写 PPT，开始把想法织成实物」
- **链接**：https://www.jiqizhixin.com/articles/2026-07-07-6