AI Intelligence Station · November 15 (Issue 22)

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headlines

introduce: 17 accounts focus on discussion, and the application API and chat front-end are open.
how to doInternet search, file parsing and chat front-end all have ready-made foundations, so a small team can save a lot of things. You can go into script dismantling, material retrieval or batch topic selection, don’t just be a general chat station.
Next stepUse the chat front-end to connect to file analysis and become a topic selection data assistant.
Pay attention toProducts can easily become homogeneous chat shells.
Representative works:
: "He is so elegant!" Big Gray Wolf & Red Wolf [Extraordinary Love] [AI MV Contest]" · Station B · 12.506 million plays · Author 122,000 followers · <a href="go.php?url=aHR0cHM6Ly93d3cuYmlsaWJpbGkuY29tL3ZpZGVvL0JWMWFOV202VUVlQw==" target="_blank">https://www.bilibili.com/video/BV1aNWm6UEeC</a>
0 plays
: "🔥 Potato and Radish's Jungle Romance! 😍 4 Jailbirds Create…" · YouTube · 2.016 million views · Author 4,220 followers ·https://www.youtube.com/watch?v=IjUli2POVHw
: "अमीर शेररर्र्र्र् 🦁🔥 |…》 · YouTube · 449,000 views · Author 1,250 followers ·https://www.youtube.com/watch?v=jmyJyBPxKxc
: "When you accidentally enter the canteen of Wujia Village [AI National Producer]" · Station B · 1.506 million plays · Author 25,000 followers · <a href="go.php?url=aHR0cHM6Ly93d3cuYmlsaWJpbGkuY29tL3ZpZGVvL0JWMUZ1V3E2S0VCYg==" target="_blank">https://www.bilibili.com/video/BV1FuWq6KEBb</a>
0 plays
: "madewithcantina #rescue #ai #cartoon #aivideos (MP4)" · TikTok · 13.231 million views · Author 168,000 followers ·https://www.tiktok.com/@aifuri4/video/7707178605184322847
: "When I die, the mountains will not tremble and the river will not flow back | AI feature film "Soup Syndrome" [Bilibili AI Film and Television Studio] [Full Version Collection]" · Bilibili · 5.902 million views · Author 36,000 followers · <a href="go.php?url=aHR0cHM6Ly93d3cuYmlsaWJpbGkuY29tL3ZpZGVvL0JWMXZtV0o2TEVtVw==" target="_blank">https://www.bilibili.com/video/BV1vmWJ6LEmW</a>
0 plays
：《These 20 GitHub repos will turn your Fable 5.2 into a premier motion studio. this is f*ck…》 · Movez @0xMovez · 30万 浏览 ·https://x.com/0xMovez/status/2121312707588583455
:《🚨DeepSeek actually made their entire app open source. . . . @deepseek_ai has just officially released the Family Bucket application API, directly opening almost all functions in the DeepSeek App to developers. …》 · Max For AI @MaxForAI · 447,000 views ·https://x.com/MaxForAI/status/2121252121203167578

November 15th · New video themes

【New】Character version of Extraordinary Love (content theme)

Substitute animation, game or online characters into "Extraordinary Love". The highlights are the character contrast and fixed song templates. The Gray Wolf and Red Wolf versions are the most prominent, and the same gameplay is also reused in multiple character combinations.
Data: 5 videos · 5 accounts in progress · Total plays 16.12 million · Highest single 12.506 million · Station B
Hot trumpet account: 6,553 fan accounts, 1.789 million plays
Judgment basis: Search for "Extraordinary Love" on Bilibili: 737 items in the past 7 days, only 15 items in the previous 53 days; 5 different accounts are doing it; a trumpet account exploded: 6553 fans' single account 1.789 million views; Radar has been recording since 2026-11-12
Representative work: "He is so elegant!" Big Gray Wolf & Red Wolf [Extraordinary Love] [AI MV Contest]" · Station B · 12.506 million plays · Author 122,000 fans ·https://www.bilibili.com/video/BV1aNWm6UEeC
Representative work: "Elegance never goes out of style, Han Li & Zi Ling: Extraordinary Love [AI National Producer]" · Station B · 1.789 million views · Author 6,553 fans ·https://www.bilibili.com/video/BV1EKWY6DEDb
Representative work: "Liang & Big Fat Fish: Extraordinary Love" · Station B · 1.15 million plays ·https://www.bilibili.com/video/BV1QrWn6MEus
The origin of this topic has been traced. You can use radar_topic_origin to find out where it originated from.

【New】Sheru Lion Counterattack Animation (Content Theme)

The story features a wealthy or powerful lion as the protagonist, and revolves around humiliation, property being robbed, and revenge counterattacks. The title continues to use high-conflict events and wealth upgrades to attract clicks.
Data: 3 videos · 3 accounts in progress · Total 961,000 plays · Highest single 449,000 · YouTube
Hot trumpet account: 1,250 followers, 449,000 views
Judgment basis: Search "Sheru AI cartoon" on YouTube: 16 of the relevant videos this year have matching titles, 15 of which were posted in the last 10 days, almost none before; 3 different accounts are doing it; a trumpet account exploded: 1250 followers, 449,000 views per account; Radar has been recording since 2026-11-14
Representative works: "अमीर शेररर्र्र्र् 🦁🔥 |…》 · YouTube · 449,000 views · Author 1,250 followers ·https://www.youtube.com/watch?v=jmyJyBPxKxc
Representative work: "😱 Sheru Ka Sona Loot Liya Black Panther Ne! Phir Sheru Ne Li..." · YouTube · 333,000 views · Author 2,050 followers ·https://www.youtube.com/watch?v=CB397FZeDRQ
Representative work: "🦁 THE LION KING ARRIVED IN DUBAI! 🔥 | HIS SON WAS INSULTED…" · YouTube · 178,000 views · Author 36,000 followers ·https://www.youtube.com/watch?v=NMLG_BIlRfA
The origin of this topic has been traced. You can use radar_topic_origin to find out where it originated from.

【New】Wujiacun Weird Short Drama (Content and Theme)

After the protagonist mistakenly enters or comes into contact with Wujia Village, he discovers that something is wrong with the villagers and the environment. The familiar village and abnormal rules are used to create suspense. Multiple accounts created stand-alone skits centered around the same location.
Data: 3 videos · 2 accounts in progress · Total 2.371 million views · Highest single 1.506 million · Station B
Hot trumpet account: 25,000. Fan account single: 1.506 million plays
Judgment basis: Search "Wujiacun" on Station B: average daily number of 83.29 in the past 7 days, which is 6.55 times the previous number; a trumpet account exploded: 25,000, and a single account of fans accounted for 1.506 million plays; Radar has not recorded it before
Representative work: "When you accidentally enter the canteen of Wujiacun [AI National Producer]" · Station B · 1.506 million views · Author 25,000 followers ·https://www.bilibili.com/video/BV1FuWq6KEBb
Representative work: "When My Classmates Are Wujiacun's [AI National Producers]" · Station B · 590,000 views ·https://www.bilibili.com/video/BV126W56yEcg
Representative work: ""Stumbled into the legendary Wujiacun, something is not right with the people here..." [AI National Producer]" · Station B · 275,000 plays ·https://www.bilibili.com/video/BV1jiWo6EEEx
The origin of this topic has been traced. You can use radar_topic_origin to find out where it originated from.

【Heating】Hindi Potato Family Animation (Content Theme)

Potatoes, radishes and other vegetables are used to form family and social relationships, and the story continues to talk about love, entrepreneurship, pregnancy and family drama. Many small channels have received broadcasts that far exceed the number of fans, indicating that the character template is replicable.
Data: 9 videos · 8 accounts in progress · Total 5.413 million views · Highest single video 2.016 million · TikTok, YouTube
Hot trumpet account: 4,220 fan accounts 2.016 million plays
Judgment basis: Search "Aloo vegetable cartoon" on YouTube: 17 of this year's related videos have matching titles, 8 of which were posted in the last 10 days; 8 different accounts are doing it; a trumpet account exploded: 4220 followers, 2.016 million plays per single account; Radar has been recording since 2026-10-23
Representative work: "🔥 Potato and Radish's Jungle Romance! 😍 4 Jailbirds Create…" · YouTube · 2.016 million views · Author 4,220 fans ·https://www.youtube.com/watch?v=IjUli2POVHw
Representative work: "🔥 کورس کے لیے بائیو میں دیے گئے نمبر پر رابطہ کریں۔ 🔥 PART…" · TikTok · 1.043 million plays · Author 162,000 pink ·https://www.tiktok.com/@aistory1238/video/7706163874680048918
Representative works: "Pappu ने मंगवरई 130 डिब्बे मिठरई! 😱 Guddi देखकर रह गई दंग 😂…》 · YouTube · 422,000 plays ·https://www.youtube.com/watch?v=RpYBheRbxu0
The origin of this topic has been traced. You can use radar_topic_origin to find out where it originated from.

【Continuing】DeepSeek Big Fat Fish Personification (Content Theme)

Make the big fat fish a regular character who will cause trouble, be criticized, or participate in ridiculous events. Character memes can already carry different expressions such as songs, ghosts, and continuous stories.
Data: 5 videos · 5 accounts in progress · Total 5.973 million views · Highest single 2.756 million · Station B
Hot trumpet account: 5,394 fan accounts, 599,000 plays
Judgment basis: Search "Big Fat Fish" on Bilibili: 12 of the 20 most played titles in the past 53 days have this word in their titles, and 9 in the past 7 days. It has always been there before; 5 different accounts are doing it; a trumpet account has exploded: 5394 followers, 599,000 views per account; Radar has been recording since 2026-10-23
Representative work: "[Traveling with AI 2018] #6 Big Fat Blue Fish Goes Alone to Meet America" ​​· Station B · 2.756 million views · Author 53,000 followers ·https://www.bilibili.com/video/BV1GJWy6rEQz
Representative work: "Dou Bao: What's so good about that big fat fish that has made you obsessed with it for so many years" · Station B · 1.008 million plays ·https://www.bilibili.com/video/BV1ziWP6qEPU
Representative work: "Clip Caught Busted" · Station B · 824,000 plays ·https://www.bilibili.com/video/BV1brW86FEKb

[Continuing] Cute cat anthropomorphic funny animation (content theme)

Let the cats set up stalls, eat melons, be greedy or deal with daily conflicts, and rely on anthropomorphic reactions and cute appearances to create laughter. This form has seen high playback on both Bilibili and TikTok.
Data: 6 videos · 6 accounts in progress · Total 10.198 million views · Highest single 2.62 million · Station B, TikTok
Hot trumpet account: 7,183 fan accounts 1.501 million plays
Judgment basis: Bilibili search for "cute pets": 0 of the top 20 most viewed videos in the past 53 days have this word in the title, and 2 in the past 7 days, and it has always been there before; YouTube search for "funny AI cat animation": less than 3 of the relevant videos this year have matching titles, and it is hard to tell whether they are old or new; 6 different accounts are working on it; a trumpet account has exploded: 7183 fan account has 1.501 million views per single; Radar Recording since 2026-10-23
Representative work: "ai #cat #kitty #fypviralシ #foryou #viralvideos #cutecat #t…" · TikTok · 2.62 million views · Author 106,000 fans ·https://www.tiktok.com/@uk.cat74/video/7706358386266361119
Representative work: "ai #animation #fypviralシ #foryou #viralvideos #trending #h…" · TikTok · 2.577 million views · Author 67,000 followers ·https://www.tiktok.com/@forclhtt0a4/video/7706443791451819294
Representative work: "Miscellaneous is just a stall selling crotch. What does it mean when customers are squeezing crotch crazily?" [AI National Producer]》 · Station B · 1.501 million plays · Author 7,183 fans ·https://www.bilibili.com/video/BV1GvWX6YEMp

[Continuing] Fruit Anthropomorphic Rescue Emotional Serial (Content Theme)

Fruit characters are put into distress, rescue and emotional conflicts, and continuous plots are used to drive the audience to follow up. The video in question has received high views on TikTok many times and is one of the most obvious forms of batching this week.
Data: 9 videos · 4 accounts in progress · Total 33.885 million plays · Highest single 13.231 million · TikTok
Hot trumpet account: 168,000. Fan account number: 13.231 million. Play
Judgment basis: Search "AI fruit rescue" on YouTube: 8 of the relevant videos this year have matching titles, 1 of which was posted in the last 10 days, the earliest was 150 days ago; 4 different accounts are doing it; a trumpet account has exploded: 168,000, and a single fan account has 13.231 million plays; Radar has been recording since 2026-10-23
Representative work: "madewithcantina #rescue #ai #cartoon #aivideos (MP4)" · TikTok · 13.231 million views · Author 168,000 followers ·https://www.tiktok.com/@aifuri4/video/7707178605184322847
Representative work: "madewithcantina #rescue #ai #cartoon #aivideos (MP4)" · TikTok · 7.441 million views · Author 168,000 followers ·https://www.tiktok.com/@aifuri4/video/7706816022141046030
Representative work: "madewithcantina #rescue #ai #cartoon #aivideos (MP4)" · TikTok · 5.459 million views · Author 638,000 followers ·https://www.tiktok.com/@aivideocr3/video/7706194115632860446

[Continuing] Absurd adaptation of Thanos’ native land (content and theme)

Put Thanos into dormitory duty, family relationships and localized short dramas, and rely on the contrast between super villains and trivial life to create laughter. Family music videos and short dramas have both gained popularity.
Data: 3 videos · 3 accounts in progress · Total 12.452 million views · Highest single 9.825 million · Station B, Douyin
Hot trumpet account: 45,000, fan account number 2.627 million, played
Judgment basis: Search "Thanos" on Bilibili: 4 of the 20 most viewed items in the past 53 days have this word in their titles, and 4 in the past 7 days. It has always been there before; 3 different accounts are doing it; a trumpet account has exploded: 45,000, and a single fan account has 2.627 million plays; Radar has not recorded it before
Representative work: "This is the original MV of "Thanos Family Portrait", Thanos' father is Mi Jianguo [AIMV Competition]" · Station B · 9.825 million views · Author 517,000 fans ·https://www.bilibili.com/video/BV1FcWg6dEpa
Representative work: "The sanitation of Thanos' dormitory failed and he was called back to work again" · Station B · 2.627 million views · Author 45,000 fans ·https://www.bilibili.com/video/BV1ciWb6yEGv
Representative work: "This episode is so sexy # Thanos # anni Jianguo # The Battle of the Golden Shovel # Avengers # ai short drama" · Douyin · 171,000 likes · Author 3,548 fans ·https://www.douyin.com/video/7707146013816078986

[Continuing] Ramayana movie-like MV (content theme)

The characters and battles of Ramayana are transformed into a cinematic music video, captivating the audience with famous mythological scenes, grand composition and soundtrack. Related videos on YouTube have a significant amplification effect on small accounts.
Data: 2 videos · 2 accounts in progress · Total 3.941 million plays · Highest single 2.648 million · YouTube
Hot trumpet account: 250 fans’ single account 1.293 million plays
Judgment basis: Search "Ramayana cinematic music video" on YouTube: there are less than 3 related videos this year with matching titles, and you can't tell whether they are new or old; a trumpet account exploded: 250 fans, a single account, 1.293 million plays; Radar has been recording since 2026-11-14
Representative work: "Ramayana: Shree Hanuman Chalisa (Ai Vieo) | Namit M | Ranbi..." · YouTube · 2.648 million views · Author 11,000 followers ·https://www.youtube.com/watch?v=txj669je3FY
Representative work: "RAVANA VS JATAYU | NTR AI | Epic Ramayana Cinematic Music V…" · YouTube · 1.293 million views · Author 250 fans ·https://www.youtube.com/watch?v=ag_4aqnaWI0

[Continuing] Tobacco tycoon anthropomorphic cartoon (content theme)

Personify the tobacco brand or tobacco family as a wealthy family, and use family conflicts and plot reversals to advance the story. The same setting has appeared in serial episodes and different account versions.
Data: 2 videos · 2 accounts doing it · Douyin
Judgment basis: Radar has been recording since 2026-11-14
Representative work: "Tobacco Rich Family Episode 2: Smoking is harmful to health. Minors are not allowed to smoke!" #Everything is possible ai #ai Comic Drama #Yisheng Alliance" · Douyin · 42,000 likes · Author 6,823 fans ·https://www.douyin.com/video/7707203942924455208
Representative work: "The Contradictions of the Tobacco Family." Smoking is harmful to health # original ai video # plot reversal # ai animation》 · Douyin · 64,000 likes · Author 17,000 followers ·https://www.douyin.com/video/7706396903815225471

[Continuing] AI original feature film (content theme)

Use AI to create feature-length movies with complete themes and worldviews, rather than just short video clips. "Soup Syndrome" has received high playback due to its long running time, which shows that the audience is willing to consume AI feature films with a higher degree of completion.
Data: 2 videos · 2 accounts in progress · Total 6.292 million views · Highest single 5.902 million · Station B, YouTube
Hot trumpet account: 36,000. Fan account number: 5.902 million. Play
Judgment basis: A trumpet account exploded: 36,000, single fan account 5.902 million plays; radar has been recording since 2026-11-14
Representative work: "When I die, the mountains will not tremble and the river will not flow back | AI feature film "Soup Syndrome" [Station B AI Film and Television Studio] [Full Version Collection]" · Station B · 5.902 million views · Author 36,000 followers ·https://www.bilibili.com/video/BV1vmWJ6LEmW
Representative work: "World War 3 | Full AI Movie" · YouTube · 391,000 views ·https://www.youtube.com/watch?v=PJZhfX5uZuY

[Observation] AI reset of Bao and his son (content theme)

"Bao and Sons" is remade into continuously updated AI images, and what the audience is following is the visual renovation of classic characters and plots. Multiple episodes in a row have received high likes on low-fan accounts.
Data: 3 videos · 1 account doing it · Douyin
Basis for judgment: Radar has not recorded it before
Representative work: "AI Reset Version of "Bao and His Son" Episode 3 #宝fatherandson #宝国伟 #ai视频production #老电影" · Douyin · 37,000 likes · Author 27,000 followers ·https://www.douyin.com/video/7707602863744191782
Representative work: "The second episode of the AI ​​reset version of "Bao and Son" #宝之fatherson #宝国伟 #ai视频production #老电影" · Douyin · 54,000 likes · Author 27,000 followers ·https://www.douyin.com/video/7707238658918616330
Representative work: "The first episode of the AI ​​reset version of "Bao and Son" #宝father and son #AI ​​video production #宝国伟 #老电影" · Douyin · 31,000 likes · Author 27,000 fans ·https://www.douyin.com/video/7707238170840059187

[Observation] Jimeng reproduces Maomao Feixue CP (production method)

Yongjiemeng Short Drama Studio reproduces the relationship between real characters into a cat version, focusing on demonstrating character stability and CP interaction. Different accounts use the same Feixue combination, indicating that the template is spreading.
Data: 2 videos · 2 accounts doing it · Douyin
Basis for judgment: Radar has not recorded it before
Representative work: "Veteran, please be patient... This one is still reproduced by Jimeng Short Drama Studio, the Maomao version of the popular Feixue CP!" Ji Meng Short Drama Studio, you really performed stably! ! The more I use it, the more I love it..." · Douyin · 51,000 likes · Author 13,000 followers ·https://www.douyin.com/video/7707468118449284017
Representative work: ""Some people are completely different from the first episode" Mina actually wanted to scratch Mi Fei's hair🥳 I made the cat version of Feixue CP in Jimeng Short Drama Studio. It was the first time I used it and I felt it was well produced..." · Douyin · 40,000 likes · Author 44,000 followers ·https://www.douyin.com/video/7707565525589196918

[Observation] Animation of the birth history of the cone (content theme)

Use stall accidents and on-the-spot inventions to restore the birth of the cone, and package food trivia into a short plot. The two videos tell the same invention story and both received high views.
Data: 2 videos · 2 accounts in progress · Total 1.237 million plays · Highest single 763,000 · Station B
Hot trumpet account: 13,000, fan account single: 763,000 plays
Judgment basis: A trumpet account exploded: 13,000, and the single account of the fan account 763,000 plays; the radar has not recorded it before
Representative works: "Who could have imagined?" A pancake actually changed the way you eat ice cream! [AI National Producer]》 · Station B · 763,000 views · Author 13,000 fans ·https://www.bilibili.com/video/BV177Wq6fEVv
Representative work: "The Birth of the Ice Cream Cone!" The ice cream paper cups were sold out, and the stall owner had an idea and created a classic food [AI National Producer]" · Station B · 475,000 plays ·https://www.bilibili.com/video/BV1E6WQ6gENw

[Observation] The story of luxury cars competing for drivers (content theme)

It uses an exaggerated setting of luxury cars in the whole community competing for the same driver to tell a continuous story between people and cars. The video received far more views on the low-fan account than the number of fans.
Data: 1 video · 1 account in progress · Total 1.139 million views · Highest single 1.139 million · Station B
Hot trumpet account: 5,697 fan accounts, 1.139 million plays
Judgment basis: There is a trumpet account that exploded: 5697 fans’ single account 1.139 million views; radar has not recorded it before
Representative work: "The Story of People and Cars EP10: All the luxury cars in the neighborhood are rushing to let him drive" · Station B · 1.139 million views · Author 5,697 fans ·https://www.bilibili.com/video/BV1DyWe6CEf4

【Observation】Short film on physicalization of psychological age (content theme)

Turn the abstract psychological age directly into everyone's physical state, and then create contrast and subsequent plot around the settings. A single video has received high playback amplification on a small account.
Data: 1 video · 1 account in progress · Total 1.185 million plays · Highest single 1.185 million · Station B
Hot trumpet account: 2,465 followers, 1.185 million plays
Judgment basis: A trumpet account exploded: 2465 fans’ single account 1.185 million views; radar has not recorded it before
Representative work: "When Everyone's Body Becomes Mental Age (2) [AI National Producer]" · Station B · 1.185 million views · Author 2,465 fans ·https://www.bilibili.com/video/BV1xMWu6wEhS

Nov 15 · X Hot Discussion

[Hot Discussion] Automatic output when Claude joins the meeting (tool model)

Claude Meetings can join team video conferences and generate documents, whiteboards and other content while holding meetings. The team version and enterprise version are under testing, and there is no additional charge for meeting minutes.
Data: 2 highly interactive tweets · 2 accounts · 9.586 million views in total
Judgment basis: 2 highly interactive tweets, 2 accounts, total views 9.586 million; latest tweets searched for "Claude Meetings" on
Representative tweet: "Introducing Claude Meetings: add Claude to your team’s video call and it builds docs, whi…" · Claude @claudeai · 9.553 million views ·https://x.com/claudeai/status/2120973994191094179
Representative tweet: "Claude can join Google Meet for meetings: write documents and draw on the whiteboard while meeting. There is no additional charge for meeting minutes during the Team and Enterprise test period. Anthropic launches Claude..." · Baoyu @dotey · 33,000 views ·https://x.com/dotey/status/2120979951599931793

[Hot Discussion] Gemini Hydrogen released (tool model)

Google releases Gemini Hydrogen, positioned as a faster daily smart assistant. Many users believe that its capabilities are close to Claude's high-level model, while pointing out that it still has problems such as flattery expression and insufficient decision-making reliability.
Data: 4 highly interactive tweets · 4 accounts · 3.762 million views in total
Judgment basis: 4 highly interactive tweets, 4 accounts, total views 3.762 million; latest tweets searched for "Gemini 4 Hydrogen" on X: 6 within 36 hours, 6 accounts; Radar has been recording since 2026-11-14
Representative tweet: "Gemini 4 Hydrogen is here, bringing cutting-edge intelligence to everyone for fast, every..." · Google Gemini @GeminiApp · 3.42 million views ·https://x.com/GeminiApp/status/2120940601319260164
Representative tweet: "Gemini 4 Hydrogen just DESTROYED Claude Fable 5.2 & all other models in the latest benchm..." · Priy @alwayspriyesh · 266,000 views ·https://x.com/alwayspriyesh/status/2121086066677719059

[Hot Discussion] DeepSeek open application capabilities (tool model)

DeepSeek opens the application's Internet search, deep thinking search, file parsing and other capabilities to developers, and the official chat front end has also been open sourced. Developers can build chat websites with lower thresholds or add search, document and recognition capabilities to existing products.
Data: 2 high-interaction tweets · 2 accounts · 514,000 views in total
Judgment basis: 2 highly interactive tweets, 2 accounts, total views 514,000; latest tweets searched for "DeepSeek App API" on
Representative tweet: "🚨DeepSeek actually made their entire app open source. . . . @deepseek_ai has just officially released the Family Bucket application API, directly opening almost all functions in the DeepSeek App to developers. …》 · Max For AI @MaxForAI · 447,000 views ·https://x.com/MaxForAI/status/2121252121203167578
Representative tweet: "🚨 I kind of understand Liang Wenfeng's move. It's about making money, making money sustainably. DeepSeek has also open sourced the official Chat web front-end. Now make an AI chat website, or add AI functions to your website, all you need is a Ke...》 · Practice Brother Li @MinLiBuilds · 66,000 views ·https://x.com/MinLiBuilds/status/2121256826666975459

[Hot Discussion] Seedance continues to spread (tool model)

Seedance has been used in a variety of video creations such as game cities, police films, film and television characters, and mythological stories, and related works continue to be spread. The Flash version comes to CapCut mobile, and low-priced generation also begins to spark discussions about cost and sustainability.
Data: 6 highly interactive tweets · 6 accounts · 547,000 views in total
Judgment basis: 6 highly interactive tweets, 6 accounts, with a total of 547,000 views; the latest tweets searched for "Seedance 2.5" on
Representative tweet: "POV: GTA 6 unlocks and the entire city hits play at the same time Created by Seedance 2.5..." · Zyvex @Zyvex_0x · 297,000 views ·https://x.com/Zyvex_0x/status/2120907632416297013
Representative tweet: "Lethal Weapon Vs. Rush Hour - original and new buddy cop 🔫🔥 Made with Seedance 2.5 & GPT…" · TechieSA @TechieBySA · 109,000 views ·https://x.com/TechieBySA/status/2120922368059048155

[Hot Discussion] Modern web page specification warehouse reaches the top (open source warehouse)

Modern Web Guidance quickly became trending on GitHub after its release, with the goal of correcting the coding model's reliance on old front-end paradigms. According to relevant sharing, after installing the skill package, the passing performance of modern web pages generated by AI has been significantly improved.
Data: 2 high-interaction tweets · 2 accounts · 986,000 views in total
Judgment basis: 2 highly interactive tweets, 2 accounts, with a total of 986,000 views; the latest tweets searched for "Modern Web Guidance" on
Representative tweet: "Awesome! Something just released by Google officially became the most popular on GitHub within 48 hours. By default, AI front-end writing is still in 2019, because the training data is all old shit. Install a skill pack to max it out directly: Pass 56% → 88%. One line of commands to do..." · Chen Kong @don_tech1 · 788,000 views ·https://x.com/don_tech1/status/2121060480714469728
Representative tweet: "48 hours after launching 1.0, Modern Web Guidance is the #1 trending repo on GitHub 📈 Tha..." · Chrome for Developers @ChromiumDev · 198,000 views ·https://x.com/ChromiumDev/status/2121014221563396156

[Hot Discussion] Claude Project Parallel Coordination (Tool Model)

Claude Code updates Projects functionality to coordinate cross-parallel tasks within projects. The focus shifts from single coding conversations to project-level task organization and collaboration.
Data: 1 high-interaction tweet · 1 account · 1.142 million views in total
Judgment basis: 1 highly interactive tweet, 1 account, total views 1.142 million; Latest tweets searched for "Claude Code Projects" on X: 14 within 36 hours, 14 accounts; Radar has not recorded it before
Representative tweet: "We've made some big updates to Projects in Claude Code! In a project, Claude coordinates..." · ClaudeDevs @ClaudeDevs · 1.142 million views ·https://x.com/ClaudeDevs/status/2121375309287301360

【Hot Discussion】Claude Motion Effect Skills Collection (Open Source Warehouse)

A collection of open source skills and repositories for Claude has become popular, covering scenes, timelines, pacing, transformations, rigging, physics, particles and 3D vision. They attempt to turn coding models directly into callable animation and motion effects studios.
Data: 4 highly interactive tweets · 4 accounts · 627,000 views in total
Judgment basis: 4 highly interactive tweets, 4 accounts, total views 627,000; latest tweets searched for "Remotion Skills" on X: 13 within 36 hours, 12 accounts; Radar has not recorded it before
Representative tweet: "These 20 GitHub repos will turn your Fable 5.2 into a premier motion studio. this is f*ck…" · Movez @0xMovez · 300,000 views ·https://x.com/0xMovez/status/2121312707588583455
Representative tweet: "HOLY F*CK, animation design studio in 18 repos. 18 free open-source skills for Opus 5.5.…" · eigen @e1genqq · 252,000 views ·https://x.com/e1genqq/status/2121340063254556890

[Hot Discussion] Claude agent tutorial becomes popular (how to play tutorial)

Anthropic engineers explain how to use Claude to build agents and automate business processes, and related courses are widely spread in Spanish and English communities. The focus of the discussion was that many users had not really taken advantage of the capabilities of Claude Code and agent workflows before.
Data: 3 highly interactive tweets · 3 accounts · 4.321 million views in total
Judgment basis: 3 highly interactive tweets, 3 accounts, total views 4.321 million; latest tweets searched for "Claude AI Agents" on X: 9 tweets, 9 accounts within 36 hours; radar has not recorded it before
Representative tweet: "Anthropic lanzó una guía de 37 minutos para construir Agentes de IA que automatizan una e..." · cheyla @sheyladess · 3.039 million views ·https://x.com/sheyladess/status/2121317653230891103
Representative tweet: "It's the best time to watch..." · ismael. @n0tisma · 948,000 views ·https://x.com/n0tisma/status/2121322046085050579

[Hot Discussion] Seedance feature film starting at low cost (project opportunity)

A channel produces feature-length films at very low production costs and obtains a large number of subscriptions and plays in a short period of time with a small number of videos. The case continues to strengthen the expectation that low-cost AI feature film channels can quickly verify themes and obtain traffic.
Data: 1 high-interaction tweet · 1 account · 1.052 million views in total
Judgment basis: 1 highly interactive tweet, 1 account, total views 1.052 million; latest tweets searched for "Seedance" on
Representative tweet: "7 films. 12K new subscribers. 1M channel views. In just over 3 weeks. His 90-minute film..." · Vivix.AI @VivixLabs_HQ · 1.052 million views ·https://x.com/VivixLabs_HQ/status/2120886997791482051

[Hot Discussion] H3 local video workflow (how to play tutorial)

The local video workflow of MiniMax H3 continues to spread, with specific cases such as Republican film style and lip-syncing singing appearing. The discussion also covers the trade-off between the investment in local high-end machines and the cost of the cloud video model.
Data: 3 highly interactive tweets · 3 accounts · 101,000 views in total
Judgment basis: 3 highly interactive tweets, 3 accounts, total views 101,000; latest tweets searched for "MiniMax H3" on
Representative tweet: "Laughing to death, a friend thinks Seedance is too expensive to make videos. 🤣 I spent hundreds of thousands to assemble an RTX 5090 machine specifically to run the MiniMax H3 video workflow locally. Chatting with me today, I showed him...》 · Andy L @AndyL5cc · 84,000 views ·https://x.com/AndyL5cc/status/2121590851529064624
The representative tweeted: "It's so beautiful! Wong Kar-Wai's restrained melancholy, the heroine's expression is too real. MiniMax H3 locally generated video. Low-saturated film style of romantic films during the Republic of China. turbo lora. 6 steps to generate 25 seconds and takes 13 minutes. promp...》 · PixelAIGC @PixelAigc · 8,325 views ·https://x.com/PixelAigc/status/2121508762444070951

[Hot Discussion] Resident Agent Architecture Revealed (How to Play Tutorial)

Anthropic discloses the idea of ​​building an always-on agent: the agent does not continuously call the model, but sleeps most of the time, wakes up periodically to perform tasks and saves the state. This architecture is suitable for long-term tasks such as email monitoring, waiting for replies, and regular reminders.
Data: 2 high-interaction tweets · 2 accounts · 39,000 views in total
Judgment basis: 2 highly interactive tweets, 2 accounts, total views 39,000; latest tweets searched for "always-on agent" on X: 18 concentrated within 28.6 hours, 17 accounts; Radar has not recorded it before
Representative tweet: "A 24-hour online AI Agent assistant relies on these five things. An always-online AI Agent assistant will keep an eye on emails, wait for replies, and remind you when the time comes. But it actually sleeps most of the time, does not call models, and does not spend money. Anthropic…》 · Baoyu @dotey · 28,000 views ·https://x.com/dotey/status/2121406975279792268
Representative tweet: "Anthropic just released a technical guide, specifically talking about how to build an always-on agent! The most common mistake everyone makes is that the always-on agent does not run 24 hours a day. In one day..." · He Li @HeLi8866 · 12,000 views ·https://x.com/HeLi8866/status/2121588982781825302

[Follow] Claude multi-agent system (how to play tutorial)

Someone asked Claude to develop the operating system from scratch, and the model scheduled a large number of sub-agents to continuously cooperate, and finally made a result that can be run on a laptop. The case demonstrates the upper limit of long-cycle, multi-agent task orchestration.
Data: 1 high-interaction tweet · 1 account · 784,000 views in total
Judgment basis: 1 highly interactive tweet, 1 account, total views 784,000; latest tweets searched for "Claude Fable 5.2" on
Representative tweet: "Anthropic is really scary this time. An engineer assigned Claude Fable 5.2 the task of developing an operating system from scratch. As a result, the AI ​​dispatched more than 1,000 sub-agents, working continuously..." · Ahuang's thoughts @ahuangchat · 784,000 views ·https://x.com/ahuangchat/status/2121078598211637496

[Attention] The full-process warehouse for short dramas appears (open source warehouse)

The open source project huobao-drama combines storyboards, videos, dubbing, editing and subtitles into a complete process, with the goal of quickly producing short dramas with very little manual effort. For the short drama team, the value lies in unifying multiple production links into an automated assembly line.
Data: 1 high-engagement tweet · 1 account · 8,881 views in total
Judgment basis: 1 highly interactive tweet, 1 account, total views 8881; latest tweets searched for "huobao-drama" on X: 3 within 36 hours, 3 accounts; radar has not recorded it before
Representative tweet: "Holy shit, the sky is falling for short dramas!" ! 😱 I came across an open source project called huobao-drama. It doesn’t boast about PPT, and you can work directly with it: 1️⃣ Storyboarding, video, dubbing, editing, subtitles, the entire process is completed in one go 2...》 · He Li classmate @HeLi8866 · 8,881 views ·https://x.com/HeLi8866/status/2121654847229624499

[Attention] Quick start of cartoon business account (project opportunity)

Accounts for faceless crayon stick figures, three-dimensional stick figures and cartoon business stories are growing rapidly. The dismantling believes that in addition to automated production, what really affects communication is the selection of financial and business issues that the public has heard of but does not understand.
Data: 3 highly interactive tweets · 2 accounts · 56,000 views in total
Judgment basis: 3 highly interactive tweets, 2 accounts, total views 56,000; Radar has been recording since 2026-11-10
Representative tweet: "Faceless, using crayon stickman animation to talk about business and finance. 34 videos, gained 303,000 followers, total views exceeded 25.43 million, and the highest view was about 4.29 million. I compared it with the sample channel @Crayon_Capital. I removed it. It's more like someone found it first..." · Daodao @daodao166888 · 31,000 views ·https://x.com/daodao166888/status/2120882038417019240
Representative tweet: "Today's updated style is: B6-Dynamic Meme style 🪩👩‍🎤: Inspired by the 3D stickman top stream played by 3000w overseas (see Figure 2), the original blogger used Claude + Blender hard..." · Crazy grilled girl 🩵 @CrazyKaomei · 18,000 views ·https://x.com/CrazyKaomei/status/2121172970273939665

November 15 · Open source projects, models and information

GitHub new repository

Hugging Face Popular Models

Lightricks/LTX-2.5:Supports Wensheng video, Tusheng video and video conversion (2.778 million downloads) ·https://huggingface.co/Lightricks/LTX-2.5
Viggle/Viggle-Remake: Viggle model for video character replacement (197,000 downloads) ·https://huggingface.co/Viggle/Viggle-Remake
MiniMaxAI/MiniMax-H3-Image: Model that supports text-based drawings, graphic drawings and image editing (518,000 downloads) ·https://huggingface.co/MiniMaxAI/MiniMax-H3-Image
black-forest-labs/flux-3-image-klein-comfy: FLUX image generation and editing model adapted to ComfyUI (1.293 million downloads) ·https://huggingface.co/black-forest-labs/flux-3-image-klein-comfy
Zyphra/ZONOS3-Mini: Provides lightweight text-to-speech model in GGUF format (20,000 downloads) ·https://huggingface.co/Zyphra/ZONOS3-Mini
facebook/sam3: SAM3 for generating target masks for images and videos (2.065 million downloads) ·https://huggingface.co/facebook/sam3
higurashi-ai/Haru-4B: A lightweight model that supports full-duplex real-time voice conversations (1,262 downloads) ·https://huggingface.co/higurashi-ai/Haru-4B
adventists-ai/Sophon-Realtime-v1: Full-duplex real-time speech model supporting emotional expression ·https://huggingface.co/adventists-ai/Sophon-Realtime-v1

News and new products

Claude Code can use Stop hook to trigger automatic retry (AI HOT) ·https://aihot.news/items/p0jsxs2bnv6tmnmn1soi56759
Tencent releases callable tools and singing real-time speech model (AI HOT) ·https://aihot.news/items/qp41q77z9ge5hsyrh9kra0c7k
DeepSeek opens a full set of functional APIs for official applications (qubits) ·https://www.qbitai.com/2026/11/510003.html
Local model runtime library llama.cpp released version 1.0 (AI HOT) ·https://aihot.news/items/um8pmpa91qn1ymvx3pux0sq1x
Let Claude join the call and start work simultaneously (Product Hunt) ·https://www.producthunt.com/products/claude
Anthropic announces five architectural primitives for resident agents (AI HOT) ·https://aihot.news/items/ypeap2t8w4fqqfuvt7mw3wg79
Help merchants be discovered by users in ChatGPT (Product Hunt) ·https://www.producthunt.com/products/openai
Google demonstrates multi-agent collaboration research results and makes them available for public use (AI HOT) ·https://aihot.news/items/h0obmlpmc44dqk1da164ca1z7

Discussion in the technology circle (Hacker News)

Claude Code project supports parallel AI worker threads (98 points, 91 comments) ·https://claude.com/resources/articles/projects-redesigned
Claude can join a meeting and start working while chatting (109 points, 87 comments) ·https://claude.com/resources/articles/claude-meetings
AI-generated content is destroying author-reader trust (363 points, 229 comments) ·https://www.theatlantic.com/books/2026/11/ai-literary-scams-amazon/689391/
A manifesto against low-quality AI spamming content (216 points, 129 comments) ·https://www.slopmanifesto.com/
Perplexity publishes training and use cases for decision-making models (144 points, 26 comments) ·https://www.perplexity.ai/hub/blog/perplexity-decider
Jonathan Blow questions whether AI really solves programming (451 points, 650 comments) ·https://www.youtube.com/watch?v=IRK8h67ol7Q