AI Information Station · November 3rd (Issue 12)
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top news
introductionIt can automatically handle scripts, media materials, voiceovers, subtitles, and editing tasks.
How to do itIt is suitable for measuring standardized content such as news reports, rankings, and live broadcasts. Don’t try using complex short dramas at first; instead, choose topics with clear structures to see whether this tool can save you time on material selection, dubbing, and subtitling.
Next stepGenerate two versions for the same topic, and compare their completion rates and the time required for revisions.
Be careful.End-to-end integration often lacks individuality.
Representative works:
“? Aloo Turns into a Fisherman! Falling in Love with Gajar While…” · YouTube Shorts · 1.205 million views · Author has 7,200 followers ·https://www.youtube.com/watch?v=3CubhrZWI6Y
The Bamboo Forests of Yunnan and Burma in 1944: The Expeditionary Forces Taught the Allied Forces How to Eat Bamboo Shoots with Tiger Skin; Some Skilled Hands Played the Flutes in Such a Way That They sounded Like Evil Instruments 【AI Community Producers】
Half a penny for ink7,024,166 plays
Nai Long & Dou Bao’s “Trouble Maker” token is gone… [AI MV Competition]
Youth in its twilight3,959,406 plays
:“ai#aicartoon#fruitstories#fruitcartoon#fruitanimation.” · TikTok · 9.943 million views · Author has 247,000 followers.https://www.tiktok.com/@aivideocr3/video/7701605304160521503
“Claude Code + Minimax H3 Studio: unlimited creative possibilities locally. Creating a 15-second video only takes 125 seconds—animating has truly become incredibly easy. With 24 hours of continuous use, you can produce over 600 short videos…” ·逆天 @forever7943· 85,000 views ·https://x.com/forever7943/status/2116747057692283317
：《Anthropic has no video model but how does Claude manage to create such beautiful videos w…》 · prayag sonar @prayag_sonar · 74.2万 浏览 ·https://x.com/prayag_sonar/status/2116545733197541787
“I must make this available to everyone under an open-source license. The template I’ve developed is the most comprehensive one in history – it covers the entire process of creating AI-based comic dramas. It includes planning documents, asset guidelines, episode scripts, storyboards, video directions, as well as deployment strategies. This template is compatible with tools like Claude, Codex, and WorkBuddy…” · Dream AI @jackzhang123vip · 72,000 views ·https://x.com/jackzhang123vip/status/2116729052421865727
“To be honest, I’m really having trouble keeping up with the progress in the field of AI-powered video production. I just came across an open-source project called OpenMontage, and it immediately topped GitHub’s trending list on the same day. This tool doesn’t require you to do any manual editing at all…“ · Man ting @Manorgw · 60,000 views ·https://x.com/Manorgw/status/2117014821732339791
November 3rd · New video themes
【Rising Trend】Hindi-language animated series about vegetables and family life (in terms of content theme)
Potatoes, cauliflower, radishes, and carrots form a kind of “family” or romantic relationship when combined with everyday life scenarios such as cooking and selling fish. The combination of these anthropomorphic vegetables and Hindi-language family comedies has proven to be highly effective in attracting new viewers for smaller channels.
Data: 2 videos; 2 accounts are involved in producing these videos; a total of 2.363 million views have been recorded; the highest number of views for any single video is 1.205 million; platform: YouTube.
A popular smaller account achieved 1.159 million views for a single post featuring the color pink.
Basis for judgment: Search for “Aloo AI cartoon” on YouTube; among the relevant videos released this year, 10 of their titles match the criteria, and 5 of them were posted in the past 10 days. Additionally, a subsidiary account achieved remarkable success: a video hosted by this account with 2080 fans received 1.159 million views. Radar has been tracking these developments since October 23, 2026.
Representative work: “? Aloo Turns into a Fisherman! Falling in Love with Gajar While…” · YouTube Shorts · 1.205 million views · Author has 7,200 followers ·https://www.youtube.com/watch?v=3CubhrZWI6Y
Representative work: “Poor Potato Makes Chole Bhature with Mother Cauliflower and…” · YouTube · 1.159 million views · Author has 2,080 followers ·https://www.youtube.com/watch?v=-yowIyQhEc4
This topic has been traced back to its origin; you can use radar_topic_origin to find out where it first came from.
[Ongoing] National Producer Film Contest (Platform Event)
This call for submissions features a variety of short films in the genres of nostalgia, family bonds, history, horror, and fantasy. Many of these works have received high views, and even smaller accounts can gain exposure through this initiative and make it onto recommended lists.
Data: 21 videos; 20 accounts are involved in producing these videos; a total of 33.282 million views have been recorded; the highest number of views for a single video is 6.979 million; all these videos are from Bilibili.
Bestseller for smaller accounts: For the account with 6,329 followers, each single video achieved 3.474 million views.
Basis for judgment: Search for “National Producer” on Bilibili. Among the top 20 videos with the highest number of views in the past 53 days, all 20 titles included this term; in the past 7 days, 19 out of 20 videos still had this title – it has been a consistent trend since then. Twenty different accounts have been using this title; in some cases, smaller accounts have achieved remarkable success: for example, an account with 6,329 followers received 3.474 million views for a single video. Radar has been tracking this phenomenon since October 28, 2026.
Representative work: “The Bamboo Forests of Yunnan and Burma in 1944: How the Expeditionary Forces Taught the Allied Forces to Eat Bamboo Shoots with Tiger Skin; How Skilled Hands Turned Flutes into ‘Demonic Instruments’ [AI Community Producer]” · Bilibili · 6.979 million views · Author has 245,000 followers ·https://www.bilibili.com/video/BV1q8x56uEDU
Representative work: “[Original Heartburn Short Drama] ‘The Steamed Buns in My Home: Eating Them Causes Heartburn’ – Why Is a Basket of 18-Yuan Buns Missing One Fold? [AI-Made Content for Everyone]” · Bilibili · 3.489 million views · Author has 25,000 followershttps://www.bilibili.com/video/BV1FexT6WELU
Representative work: "You, who are constantly engaged in conflicts with life, how long has it been since you last logged in to the game? This video is dedicated to all of us who have grown up alongside HeGame. [AI All-People Producer]" · Bilibili · 3.474 million views · Author has 6,329 followershttps://www.bilibili.com/video/BV1uGxj68EKt
[Ongoing] DeepSeek’s “Big Fat Fish” metaphorical approach to content creation
Characters such as the large blue fish, Bean Buns, and Claude are depicted in the form of traditional-style figures, sick individuals, rulers, or main protagonists of the story. These characters are highly recognizable, making them ideal for being incorporated into new stories and popular songs on a continuous basis.
Data: 9 videos; 9 accounts are involved in producing these videos; a total of 9.864 million views have been recorded; the highest number of views for any single video is 2.956 million; these videos are uploaded on Bilibili.
A popular account with a smaller following generated 910,000 views per post when using the number “2,002”.
Basis for judgment: When searching for “Da Fei Yu” on Bilibili, it was found that among the top 20 videos with the highest number of views in the past 53 days, 14 of these videos had this term in their titles; in the past 7 days, 9 videos still contained this term. This phenomenon has been ongoing for some time, and it seems that 9 different accounts are using this term in their videos. Additionally, one subsidiary account achieved particularly impressive results, with a single video receiving 910,000 views. Radar has been tracking this trend since October 23, 2026.
Representative work: “The Cutest Ancient-style ‘Fat Fish’ in the Observable Universe” · Bilibili · 2.956 million views · Author has 24,000 followershttps://www.bilibili.com/video/BV16VxM6dEeb
Representative work: "What if I traveled back to 2018 along with Doubao, the huge blue fish, and other AI characters... [Collection 1-5]" · Bilibili · 1.827 million views · Author has 19,000 followershttps://www.bilibili.com/video/BV1xixi6yELU
Representative work: "I heard that recently everyone is raising fat fish on QQ!" · Bilibili · 937,000 views ·https://www.bilibili.com/video/BV17rxT6UEpH
[Ongoing] AI Music Video Competition (Platform Event)
Participants recreated dance tracks, social dance videos, and cheer music videos using popular characters. By adding a unified event tag that associated these creations with well-known characters and songs, they achieved increased visibility and encouraged more imitation among others.
Data: 6 videos; 6 accounts are involved in producing these videos; a total of 9.991 million views have been recorded; the highest number of views for any single video is 3.911 million; platform: Bilibili.
Best-selling smaller accounts: 109,000; individual ads on粉色-themed accounts generated 3.911 million views each.
Basis for judgment: When searching for “MV Competition” on Bilibili, it was found that among the top 20 videos with the highest number of views in the past 53 days, 17 of them had this term in their titles. In the past 7 days, this pattern still held true among those same 20 videos; moreover, 6 different accounts were involved in producing these content. There was also a case where a smaller account achieved exceptional success: an account with only 109,000 followers managed to achieve 3.911 million views for a single video. Previously, no such records had been detected on the platform.
Representative work: "Milk Dragon & Bean Bun's 'Trouble Maker' – The token is gone! [AI MV Competition]" · Bilibili · 3.911 million views · Author has 109,000 followershttps://www.bilibili.com/video/BV1stsZ6iESz
Representative work: "Station Master Wu & Sister Mei's 'Trouble Maker' [AI MV Competition]" · Bilibili · 3.289 million views · Author has 100,000 followershttps://www.bilibili.com/video/BV1dEsX6TEGx
Representative work: "The Hadrons Have Just Arrived… I’ve Been Waiting for You for Twenty Years! [AI MV Competition]" · Bilibili · 1.995 million views · The author has 80,000 followers.https://www.bilibili.com/video/BV1LcxE61Euj
[Ongoing] Character Version of Trouble Maker (Production Mode)
Combining anime, game, film, and television characters with overweight individuals in a dual-performer format allows for quick substitutions of characters when using predetermined songs and dance routines. This approach also facilitates cross-genre promotion and dissemination.
Data: 5 videos; 5 accounts are involved in producing these videos; a total of 8.787 million views have been recorded; the highest number of views for any single video is 3.911 million; platform: Bilibili.
Best-selling accounts on smaller platforms: 109,000; individual accounts with a large number of followers generated 3.911 million views each.
Basis for judgment: When searching for “Trouble Maker” on Bilibili, among the top 20 videos with the highest number of views in the past 53 days, 6 of these videos had this term in their titles; in the past 7 days, 13 videos contained this term. This phenomenon was observed across 5 different accounts. Additionally, one subsidiary account achieved remarkable success, with a single video receiving 3.911 million views despite having only 109,000 followers. Radar has been tracking this trend since October 23, 2026.
Representative work: "Milk Dragon & Bean Bun's 'Trouble Maker' – The Token Is Gone! [AI Music Video Contest]" · Bilibili · 3.911 million views · Author has 109,000 followershttps://www.bilibili.com/video/BV1stsZ6iESz
Representative work: "Station Master Wu & Sister Mei's 'Trouble Maker' [AI Music Video Contest]" · Bilibili · 3.289 million views · The author has 100,000 followers.https://www.bilibili.com/video/BV1dEsX6TEGx
Representative work: "Patriots & Butchers: 'Trouble Maker' – Apparently a Video from Watertree Company’s Annual Meeting Has Been Leaked" · Bilibili · 904,000 views ·https://www.bilibili.com/video/BV1vFHc6mE71
[Continuous] Fruit Anthropomorphism Series (Content Theme)
Fruit-themed characters are incorporated into stories about family conflicts, emergencies, and rescue scenarios, attracting viewers with their vibrant designs and unexpected plot twists. Similar content is continuously posted by multiple accounts, and these videos enjoy stable viewing statistics.
Data: 8 videos; 3 accounts are involved in producing these videos; a total of 24.348 million views have been recorded; the highest number of views for any single video is 9.943 million; platform: TikTok.
A popular account with a smaller following achieved 555,000 views per post when using the number “6,111”.
Basis for judgment: Search for “AI fruit cartoon” on YouTube. Among the relevant videos released this year, 9 titles match the search criteria; one of these videos was posted within the past 10 days, while the earliest one dates back 180 days. Three different accounts are producing these videos. Additionally, one of the subsidiary accounts achieved remarkable success: a video produced by this account received 555,000 views. The account “Radar” has been keeping track of these developments since October 23, 2026.
Representative work: “AI #AICartoon #FruitStories #FruitCartoon #FruitAnimation.” · TikTok · 9.943 million views · Author has 247,000 followers.https://www.tiktok.com/@aivideocr3/video/7701605304160521503
Representative work: “AI #AITrend #MillionViews #video #100k #aivideoeditor #AI…” · TikTok · 5.095 million views · Author has 167,000 followers ·https://www.tiktok.com/@real_mindset35/video/7702521207815458078
Representative works: “Mad with Cantina #Rescue #AI #Cartoon #AI Videos #FruitStory…” · TikTok · 4.617 million views · Author has 247,000 followers ·https://www.tiktok.com/@aivideocr3/video/7702276481027771678
[Continuous] The Series of Comics about Not Having Heartburn (Theme and Content)
Using heartburn caused by eating as a constant burden, and adding in family conflicts, revenge, or unexpected turns of events… This meme has appeared in both short and long-form manga series as well as in audio adaptations.
Data: 4 videos; 4 accounts are involved in producing these videos; a total of 3.489 million views have been achieved; the highest number of views for any single video also amounts to 3.489 million; these videos have been posted on Bilibili, REDnote, and Douyin.
Best-selling small accounts: 25,000; for粉色-themed accounts, the average revenue per post reaches 3.489 million views.
Basis for judgment: When searching for “heartburn” on Bilibili, among the top 20 videos with the highest number of views in the past 53 days, 6 of these videos had this term in their titles. In the past 7 days, 5 videos still contained this keyword; and this trend has existed since the beginning. Four different accounts were involved in producing these videos. Moreover, one of these accounts with a smaller following achieved remarkable results: a video posted by this account with 25,000 followers received 3.489 million views. Radar has been tracking this phenomenon since October 25, 2026.
Representative work: “[Original Heartburn Short Drama] ‘The Steamed Buns in My Family: Eating Them Causes Heartburn’ – Why Is a Basket of Eighteen-Yuan Buns Less Than Expected If One Fold is Missing? [AI-Made Content for Everyone]” · Bilibili · 3.489 million views · Author has 25,000 followershttps://www.bilibili.com/video/BV1FexT6WELU
Representative work: “【Young Peaches and Orchids】The Heartless but Pleasant Version 5.0: The White Moonlight Orchid Mantis That Kills Its Husband #Orchid Mantis #Two-dimensional World #Original Animation #AI-generated Manga” · TikTok · 95,000 likes · Author has 7,224 followershttps://www.douyin.com/video/7702674739269061903
Representative work: “This meal really gives me heartburn… #AI Short Drama# You never would’ve expected it, right? I didn’t expect it either… #Jiang Suisei#” · TikTok · 95,000 likes · Author has 39,000 followershttps://www.douyin.com/video/7702454177137511707
[Continuous] Cartoon Story of a Cute Cat in Danger (Content Theme)
Cute cats encounter everyday accidents such as food falling down a well, and it is their adorable appearances and simple yet compelling crises that drive the story forward. Numerous short-video accounts use similar cat-related tags and cartoon-style illustrations in their content.
Data: 3 videos; 3 accounts are involved in producing these videos; a total of 5.46 million views have been achieved; the highest number of views for a single video is 3.662 million; platforms used include TikTok and YouTube.
Best-selling smaller accounts: 39,000; for pink-colored accounts, the cost per post is 1.275 million, and these posts get a high number of views.
Basis for judgment: Search for “Funny Cat AI Video” on YouTube. Among this year’s related videos, 12 titles match the criteria; 2 of them were posted in the past 10 days, while the oldest one was uploaded 365 days ago. Three different accounts are producing these videos. One of these secondary accounts achieved remarkable success: a account with only 39,000 followers received 1.275 million views for a single video. Radar has been tracking this trend since November 1, 2026.
Representative works: “AI #Cat #Kitty #FYPViral #ForYou #ViralVideos #CuteCat #T…” · TikTok · 3.662 million views · Author has 271,000 followers ·https://www.tiktok.com/@laughterhub31/video/7702198872776428831
Representative work: “AI #Cat #Kitty #FYPViral #ForYou #ViralVideos #CuteCat #T…” · TikTok · 1.275 million views · Author has 39,000 followers ·https://www.tiktok.com/@uk.kitty.hub/video/7701789702763990302
Representative work: “? The kitten accidentally dropped its pizza into the well!? | Funny Cat…” · YouTube · 523,000 views ·https://www.youtube.com/watch?v=Dha27FPOPA4
[Ongoing] Extended Advanced Preview Version: Exciting Webtoon Series (in terms of content and theme)
The preview version allows for the release of a long-form, engaging manga series that covers themes such as overcoming challenges through food and the process of evolution through consumption. With its extended length and highly dense, progressively advancing storyline, this format is designed primarily to meet the needs of viewers who prefer continuous watching experiences.
Data: 2 videos; 2 accounts are involved in producing them; a total of 862,000 views have been recorded; the highest number of views for a single video is 523,000; platform: Bilibili.
Best-selling smaller accounts: 11,000 for individual accounts; 523,000 for broadcasts on those accounts.
Basis for judgment: When searching for “pre-release version” on Bilibili, among the top 20 videos with the highest number of views in the past 53 days, 16 of these videos had this title. In the past 7 days, 10 videos still included this title; this practice has been ongoing since the beginning. Additionally, there was an instance where a minor account achieved remarkable success: an account with only 11,000 followers managed to achieve 523,000 views for a single video. Radar has been tracking this trend since October 23, 2026.
Representative work: “[Exclusive Preview] That traitor thought cutting off my supply of ingredients would give them the upper hand… But I served a whole farm-style banquet, making the richest man drool with envy” · Bilibili · 523,000 views · Author has 11,000 followershttps://www.bilibili.com/video/BV16Ux46yEuP
Representative work: “[Pre-release] Reborn as a Mantis – Devouring Flesh to Obtain Genes and Evolving into the Supreme Being of the Insect Tribe!” · Bilibili · 339,000 views ·https://www.bilibili.com/video/BV1VRxC61EVw
[Ongoing] AI-based Food Creation Tools: Unleashing Creativity (Content Topic)
Babies slide down a giant food slide and eat while doing so; the footage emphasizes the smoothness of the movement and the sense of satisfaction it brings. The fact that channels with the same title and structure are repeatedly used shows that there is considerable room for template-based replication.
Data: 2 videos; 2 accounts are involved in producing them; a total of 1.118 million views have been recorded; the highest number of views for any single video is 586,000; platform: YouTube.
Best-selling smaller accounts: 42,000 views for each account; 532,000 views in total for those with a large number of followers.
Basis for judgment: Search for “AI Food Slide” on YouTube. Among this year’s related videos, 19 titles match the criteria; 5 of them were posted in the past 10 days, while the earliest one was uploaded 60 days ago. Additionally, a smaller account achieved remarkable success: a video with only 42,000 followers received 532,000 views. Radar has been tracking this trend since October 23, 2026.
Representative work: “The Ultimate, Bizarrely Satisfying AI-Generated Food Presentation Video | Babies Laughing and…“ · YouTube · 586,000 views ·https://www.youtube.com/watch?v=KWtEh9bE5Q0
Representative work: “The Ultimate, Strangely Satisfying AI-Generated Food Videos – Making Babies Laugh…” · YouTube · 532,000 views · The author has 42,000 followers.https://www.youtube.com/watch?v=Ja8_91oPl-s
[Ongoing] The Revenge Story of the Sour Cabbage Old Man and the Ox (Genre/Topic)
The pickled vegetable-old man develops an absurd emotional relationship with Snowflake and the Cow Girl, and the plot evolves from transformation into betrayal and revenge. The personification of ingredients, along with the stark contrast in their identities, make these characters instantly recognizable to the audience.
Data: 2 videos; 1 account is involved in the production; a total of 2.011 million views; the highest number of views for a single video is 1.458 million; platform: Bilibili.
Best-selling smaller accounts: 11,000; for pink-colored accounts, the average number of views per post reached 1.458 million.
Basis for judgment: When searching for “Sour Cabbage Old Man” on Bilibili, among the top 9 videos with the highest number of views in the past 53 days, none of them had this term in their titles. In the past 7 days, however, 2 videos did include it. Additionally, a smaller account went viral: an account with only 11,000 followers achieved 1.458 million views for a single video. Radar has been tracking this trend since November 2, 2026.
Representative work: “Can an old man who eats pickled vegetables and beef turn into a muscular guy? #AI anime #AI short drama #Plot #Abstract art” · Bilibili · 1.458 million views · Author has 11,000 followershttps://www.bilibili.com/video/BV1aLxF6pEe3
Representative work: “Can Snowflake and the Cow Girl turn the tables and achieve revenge after being rejected by that sour-cabbage-old-man guy? #AI short dramas #AI anime series #Animation #Plot” · Bilibili · 554,000 views ·https://www.bilibili.com/video/BV1VZxi68Eoo
[Continuous] Malfoy-style animated sequences (in terms of content and theme)
Transform Malfoy into a spoiled, arrogant character and develop conflicts around original characters such as Hermione. Both short-form serializations and long-form collections should be released simultaneously, allowing for continuous development of the character relationships throughout the narrative.
Data: 2 videos; 2 accounts are involved in producing these videos; a total of 1.253 million views have been recorded; the highest number of views for any single video is 702,000; platform: YouTube.
Best-selling accounts on smaller platforms: 521,000 views for individual accounts; 551,000 views for accounts following the “pink” trend.
Basis for judgment: Radar has been recording data since October 23, 2026.
Representative work: “Malfoid (말포이 TS.EP08) – Hermione vs. Malfoy?” · YouTube Shorts · 702,000 views ·https://www.youtube.com/watch?v=iXz7DNUNC48
Representative work: “The legendary, high-quality AI-generated animation featuring the tsundere character TS Ma…” · YouTube · 551,000 views · The author has 521,000 followers.https://www.youtube.com/watch?v=uzZ6cwvxtgg
[Continuing] Horrifying short film about the Doomsday Train (theme and content)
Combining elements such as the apocalypse, deserted cities, and enclosed spaces of trains to create a horror short film—this approach allowed a small-scale account to achieve significantly higher views than would be expected based on its fan base alone, indicating that the concept itself possesses great appeal and is likely to attract many viewers.
Data: 1 video; 1 account is currently involved in its production. A total of 1.461 million views have been recorded; the highest number of views for any single video also amounts to 1.461 million. The video was uploaded on Bilibili.
Bestsellers for smaller accounts: 11,000 views; for pink-colored accounts, the average number of views per post is 1.461 million.
Basis for judgment: A smaller account achieved exceptional results: 11,000 followers, with a single post receiving 1.461 million views; the radar system has been tracking this account since November 2, 2026.
Representative work: “Doom Train – Empty City [AI Community Creation]” on Bilibili; 1.461 million views; the author has 11,000 followers.https://www.bilibili.com/video/BV1HvHN6gEha
[Observation] The Thai drama "The Evil Queen" transcends into a manga-style series (in terms of content and genre).
The protagonist slips into the exaggerated world of Thai dramas, transforming into a vicious queen. The plot unfolds through scenes involving infidelity, multiple romantic relationships, and humorous linguistic references. With continuous updates maintaining a consistent title and comedic tone, this story format is ideal for creating an engaging and highly appealing serial.
Data: 2 videos; 1 account is currently using this feature; TikTok.
Basis for judgment: The radar had no previous records of this event.
Representative work: “EP01 ‘No Way, Thai Crazy’ – Crossing into Thai dramas, I actually became a vicious queen?! And was caught in the act of adultery??? #AI drama #Jimeng AI Creator Growth Program #Thai dramas…” · TikTok · 369,000 likes · Author has 59,000 followershttps://www.douyin.com/video/7701587012151726570
Representative work: “EP02 ‘No Way, Tai Dian La… This really leaves me in a dilemma!’ #AI Comic #Ji Meng AI Creator Growth Program #Thai Drama #Funny” · TikTok · 93,000 likes · Author has 59,000 followershttps://www.douyin.com/video/7702783933036940571
[Observation] The Mythical Character Flame Racing Tournament (Theme/Content)
Rudra and Shiva compete in a car race, using vehicles equipped with flames and magical features, with the suspense of their outcomes connecting various chapters of the story. The fixed nature of their opponents, as well as the ability to upgrade their vehicles and the format of the races, make it convenient for the series to continue indefinitely.
Data: 2 videos; 1 account is involved in the production; a total of 1.063 million views; the highest number of views for any single video is 732,000; platform: YouTube.
Basis for judgment: The radar did not record this information before.
Representative work: “Who Will Win? Rudra vs Shiva?? | The Ultimate Flying Fire Bike…” · YouTube · 732,000 views ·https://www.youtube.com/watch?v=KmLD_geZeBY
Representative work: “Who Will Win? Rudra vs Shiva?? | Shiva’s Magical Helmet!? | P…” · YouTube · 332,000 views ·https://www.youtube.com/watch?v=0cMyrPq44o4
November 3rd · Hot Discussions on X
[Hot Discussion] DeepSeek Super Intelligent Agent Open-sourced (Open-source Repository)
DeepSeek has open-sourced the dsh-superagent-prototype and published a lengthy technical article explaining its proactive programming agent architecture. The main focus of the discussion is that the bottleneck in multi-tasking scenarios lies not only in the models themselves, but also in the fact that humans are unable to continuously monitor a large number of tasks. Therefore, the system must possess capabilities for task routing, division of labor, as well as autonomous execution based on GitHub Issues and PRs.
Data: 8 highly interactive tweets from 8 different accounts; a total of 1.464 million views.
Basis for judgment: 8 highly interactive tweets from 8 different accounts, with a total of 1.464 million views; searches on X for “dsh-superagent-prototype” revealed 13 latest tweets within 36 hours, posted by 13 different accounts; Radar has been tracking these updates since November 2, 2026.
Representative tweet: “JUST IN: China’s DeepSeek has launched ‘Super-Agent’, a new open-source AI programming assistant…” · Polymarket @Polymarket · 395,000 views ·https://x.com/Polymarket/status/2116850488243065138
Representative tweet: “Tonight’s homework is here. The DeepSeek official team released a very long technical article discussing Super-agent, an even more autonomous agent system. The key point is this: for single-task scenarios, the bottleneck lies in the model; for multi-task scenarios, the bottleneck is the human operator…” · Practitioner Li @MinLiBuilds · 351,000 views ·https://x.com/MinLiBuilds/status/2116871144145875173
【Hot Discussion】Fable: Pure-code animation goes viral (tool model)
During the gray-box testing phase, Fable 5.5 attracted considerable attention due to its use of pure front-end code to generate animations. Multiple demonstrations highlighted that the graphics in this game were not created directly using traditional image or video rendering techniques. Commentators also compared it with projects like Astra, Opus, and Seedance, suggesting that the level of maturity achieved by these code-based animation technologies had now reached a stage where they could be considered practically usable.
Data: 5 highly interactive tweets from 4 different accounts, totaling 1.198 million views.
Basis for judgment: 5 highly interactive tweets from 4 different accounts, with a total of 1.198 million views; searches on X for the latest tweets related to “Fable 5.5” revealed 19 tweets posted within 31.8 hours by 13 different accounts; this information was not previously recorded in the radar system.
Representative tweet: “Has the development of video and image models for Fable 5.5 really come to an end? This video was created in just one go…“ · Chetaslua @chetaslua · 999,000 views ·https://x.com/chetaslua/status/2117169796290916732
Representative tweet: “GPT 6 (6.2) Astra vs Fable 5.5: A comparison of animation generation using pure front-end code. Firstly, large language models are now capable of generating animations through code, and since Fable 5.5, this technology has officially reached a usable stage…” · Leo · Building with AI @leo114119 · 89,000 views ·https://x.com/leo114119/status/2117209849842761983
【Hot Discussion】Karpathy’s Self-Built HackerTube (Current Trend Event)
Disatisfied with YouTube’s recommendation system, Karpathy used Claude Code and Opus 5.5 to filter videos from past comments on Hacker News and create HackerTube. This weekend project is considered a prime example of how an individual can use intelligent systems to rapidly process vast amounts of data, develop a complete-end-to-end product, and launch it successfully.
Data: 4 highly interactive tweets from 4 different accounts, with a total of 4.459 million views.
Basis for judgment: Four highly interactive tweets from four different accounts, with a total of 4.459 million views; searches on X for the latest tweets related to “HackerTube” revealed that 18 such tweets were posted within 30.4 hours by 18 different accounts; Radar has been tracking these activities since November 2, 2026.
Representative tweet: “Weekend tip: HackerTube. I was frustrated by YouTube’s recommended videos, so I decided to use Claude to…” · Andrej Karpathy @karpathy · 4.338 million views ·https://x.com/karpathy/status/2116957135661945283
Representative tweet: “Karpathy had enough of YouTube’s misleading headlines and useless recommendations, so he simply used Claude Code and Opus 5.5 to create HackerTube in about 2 hours. From the beginning of its development…” · Smartpig @Smartpigai · 56,000 views ·https://x.com/Smartpigai/status/2116814906209235145
【Hot Discussion】The Grok Bot workflow continues to spread (tutorial on how to use it)
Tutorials related to the registration process of Grok Bot, cost management, international expansion, integration with domestic services, and multi-agent scheduling are continuing to increase in number. Open-source alternatives are also emerging; some projects are attempting to integrate local agents such as Claude Code, Codex, and Gemini CLI into a system that allows them to be scheduled to participate in conversations.
Data: 9 highly interactive tweets from 9 different accounts; a total of 634,000 views.
Basis for judgment: Nine highly interactive tweets from nine different accounts, with a total of 634,000 views; searches on X for the latest tweets related to “Grok Bot” revealed 18 tweets posted within 29.7 hours by 18 different accounts; Radar has been tracking these activities since October 23, 2026.
Representative tweet: “Musk’s own son, Grokbot, has truly been enjoying tremendous success lately! If you’re still stubbornly using Claude, Codex, or Gemini alone, you’re definitely behind the times. The best ‘conductor’ out there right now is Grokbot…“ · 0xNaruto @LuBtc888 · 282,000 views ·https://x.com/LuBtc888/status/2116516034983477529
Representative tweet: “The ‘grok bot’ is truly a powerful tool for achieving growth overseas. I hope this article will be helpful to anyone working on AI products or seeking international expansion. A skill that can be easily reused with just one click is attached at the end of the article.” · KKKK @kkkeric_ai · 116,000 views ·https://x.com/kkkeric_ai/status/2116726197111648426
【Hot Discussion】Expansion of the Code Video Skill Library (Tutorials on How to Use It)
An increasing number of creators are using Claude Code, Opus, and Codex to create animations, special effects, product videos, and vlog edits, and then organizing these into installable Skill collections. The key change here is that video production is now shifting from relying on individual prompts to making use of reusable code, material libraries, and automated processes.
Data: 6 highly interactive tweets from 6 different accounts; a total of 1.039 million views.
Basis for judgment: 6 highly interactive tweets from 6 different accounts, with a total of 1.039 million views; searches on X for the latest tweets related to “Claude Code” yielded 12 tweets within 36 hours, posted by 11 different accounts; Radar has been tracking these activities since October 23, 2026.
Relevant tweet: “Anthropic doesn’t have a video generation model at all, so how on earth does Claude manage to produce such stunning videos…” · prayag sonar @prayag_sonar · 742,000 views ·https://x.com/prayag_sonar/status/2116545733197541787
Representative tweet: “This month, a number of skills that allow Claude Code to create videos and animations have emerged on GitHub. I’ve selected 8 of the most useful ones for immediate use; I recommend saving them: 1. pixelfx (around 750 stars) 244…“ · Silicon-based nonsense @DDJCXX · 99,000 views ·https://x.com/DDJCXX/status/2116700727443882226
【Hot Topic】MiniMax H3 Local Pipeline (Open-source Repository)
Various workflows have emerged for the local video production related to the MiniMax H3 platform, including bulk generation, extended video editing, storyboarding, and visual directors’ interfaces. The main focus of these discussions is on reducing costs per individual task, increasing productivity, and addressing issues related to the management of multi-camera reference materials and the seamless integration of different shots.
Data: 6 highly interactive tweets from 5 different accounts, with a total of 219,000 views.
Basis for judgment: 6 highly interactive tweets from 5 different accounts, with a total of 219,000 views; searches on X for the latest tweets related to “MiniMax H3” yielded 9 tweets within 36 hours, posted by 8 different accounts; no previous records of these accounts existed in the radar system.
Representative tweet: “Claude Code + Minimax H3 Studio – unlimited local creativity at your fingertips. Creating a 15-second video now only takes 125 seconds; animating has truly become incredibly easy. With 24 hours of continuous use, you can produce over 600 short videos in just one day…” · Unbelievable @forever7943 · 85,000 views ·https://x.com/forever7943/status/2116747057692283317
Representative tweet: “I just created three more short videos. All these ideas were actually submitted for me by Claude Code. I’m thinking about opening a YouTube account to focus on making short videos and seeing if I can make a success of it… Damn it, I could create over 600 videos in a single day! With that amount of content, I could easily manage ten accounts. And the cost…“ ·逆天 @forever7943· 70,000 views ·https://x.com/forever7943/status/2116750543335174269
【Hot Discussion】Seedance’s creations continue to go viral (tool models)
Seedance 2.5 continues to produce highly shareable content such as Halloween shorts, animated narratives, emotional stories, and vintage animations. Some creators directly utilize these tools for their own creative work. These pieces generally focus on delivering engaging storytelling and effective emotional expression, rather than merely showcasing the quality of the generated content itself.
Data: 7 highly interactive tweets from 7 different accounts, with a total of 726,000 views.
Basis for judgment: 7 highly interactive tweets from 7 different accounts, with a total of 726,000 views; searches on X for the latest tweets related to “Seedance 2.5” revealed 10 tweets within 36 hours, posted by 10 different accounts; Radar has been tracking these updates since October 25, 2026.
Representative tweet: “What a terrible Halloween party… ? I hope this short film manages to evoke some feelings in you… Animation by: …” · Anima @Anima_Labs · 270,000 views ·https://x.com/Anima_Labs/status/2116621100859662589
Representative tweet: “Men created using Seedance 2.5 on @capcutapp #capcut #seedance” · Kenneth Tran | AI Animation @keneth_ai · 173,000 views ·https://x.com/keneth_ai/status/2116723904014340590
[Hot Discussion] Claude is prohibited from creating replicas of existing games (Current trending topic)
Anthropic added new rules to Claude Code, prohibiting the replication of existing video games created by others while still allowing the development of original games. These rules were introduced at a time when developers were using agents to replicate the gameplay of various games, which sparked discussions about the boundaries between intellectual property rights and the open use of modeling capabilities.
Data: 3 highly interactive tweets from 3 different accounts; a total of 2.477 million views.
Basis for judgment: Three highly interactive tweets from three different accounts, with a total of 2.477 million views; searches on X for the latest tweets related to “Claude Code” revealed 12 tweets from 11 accounts within 36 hours; Radar has been tracking these developments since November 2, 2026.
Representative tweet: “JUST IN: Anthropic has banned Claude Code from recreating existing video games, amid the widespread spread of this trend…” · Polymarket @Polymarket · 1.675 million views ·https://x.com/Polymarket/status/2116912435281949001
Representative tweet: “The AI development tool ‘Claude Code’ has added rules prohibiting the reproduction of ‘existing games’ created by others. However, the creation of original works will continue to be allowed. This measure is intended to prevent infringements on intellectual property rights using this tool…” · Famicon gamer @denfaminicogame · 752,000 views ·https://x.com/denfaminicogame/status/2117022730264752447
[Hot Topic] Expansion of the Opus 3D Workflow (Tutorial)
Claude continues to offer an increasing number of three-dimensional functionality features related to Three.js, including mechanical explosion effects, interactive human body generators, programmable walking mechanics, scrolling animations, and large-screen design tools. Multiple projects have encapsulated these capabilities into so-called “Skills,” enabling programming agents to directly generate functional three-dimensional web pages.
Data: 4 highly interactive tweets from 4 different accounts, with a total of 142,000 views.
Basis for judgment: Four highly interactive tweets from four different accounts, with a total of 142,000 views; searches on X for the latest tweets related to “Open 3D Skills” revealed 10 posts within 36 hours, posted by 10 different accounts; the radar system has been tracking these activities since November 1, 2026.
Representative tweet: “Absolutely incredible! Behind the staggering 3.79 million views of this single video lies Claude’s new innovative approach: using mathematical principles to transform any machine into a detachable, 3D interactive web element! Take an V8 engine, an airplane landing gear, a sandworm, or even a robotic hexapod – and convert them all into components that are each no larger than…“ · Eian @EianLu · 59,000 views ·https://x.com/EianLu/status/2116529285213356508
Representative tweet: “I used ThreeJS and Claude to create a complete 3D human model – including realistic animations, procedural movement mechanisms, and more…” · Robot 2.0 @alightinastorm · 54,000 views ·https://x.com/alightinastorm/status/2117066551316951380
【Hot Discussion】The Transition of Agents towards Closed-loop Circuits (Opinion Debate)
The on-site demonstration by the Anthropic engineers once again emphasized the idea of “writing fewer prompts and designing more loops”. The discussion concluded that cutting-edge teams are currently using closed-loop systems that enable autonomous prompting, execution, verification, and continued action, rather than relying on lengthy and meticulously crafted prompts.
Data: 2 highly interactive tweets · 1 account · A total of 74,000 views
Basis for judgment: Two highly interactive tweets from one account, with a total of 74,000 views; searches on X for the latest tweets related to “Anthropic” revealed 17 tweets posted within 24.2 hours by 17 different accounts; the radar system has been tracking these activities since October 29, 2026.
Representative tweet: “An Anthropic engineer opened a blank terminal on stage and, in just 10 minutes, built a complete Agent architecture manually. His first sentence at the beginning of the presentation shattered current misconceptions: ‘The Prompt era is basically over. 9…’” · Hux @huxlab · 39,000 views ·https://x.com/huxlab/status/2117087238526038392
Representative tweet: “An engineer from Anthropic said: ‘We no longer write prompts very often internally; instead, we focus on creating loops. She spent half an hour on stage showing how the Claude team develops such loops that can generate their own prompts. If this lecture were sold for 7…’” · Hux @huxlab · 34,000 views ·https://x.com/huxlab/status/2116793370647679402
[Hot Discussion] The Emergence of High-Quality AI Short Dramas (Current Trend)
Several AI-produced short dramas covering various themes have received recommendations, including those in the areas of artistic storytelling, historical warfare, and absurd zombie comedies. It is believed that these AI-generated short dramas are moving away from traditional stereotypes and are beginning to attract audiences with more comprehensive worldviews, cinematographic techniques, and engaging storylines.
Data: 4 highly interactive tweets from 3 different accounts, with a total of 555,000 views.
Basis for judgment: 4 highly interactive tweets from 3 different accounts, with a total of 555,000 views; searches on X for “AI short dramas” revealed that the latest 15 tweets were posted within 27.8 hours by 14 different accounts; Radar has been tracking these activities since October 24, 2026.
Representative tweet: “Laugh! Laugh! Let’s carry this absurd comedy through to the end! If the essence of comedy is tragedy, then what exactly happens when we turn tragedy into comedy? AI short story: ‘I need to talk to the property management team – everyone has turned into zombies, and they still charge me 48?’” · Judge with the Scythe @rngzhwn199456 · 262,000 views ·https://x.com/rngzhwn199456/status/2117200299177968087
Representative tweet: “The creativity of the people is truly limitless! I’ve once again come across something amazing here. This is definitely the most artistically crafted AI short drama I’ve ever seen – its concept is completely novel and it’s absolutely stunning! The cinematography is breathtaking, and so is the plot… AI Short Drama: The Language of Flowers by Aqiu” · Judge with the Scythe @rngzhwn199456 · 148,000 views ·https://x.com/rngzhwn199456/status/2116929507991114217
【Hot Topic】Open-source template for the entire production process of AI manga series (open-source repository)
The creator has made public a set of templates for the entire production process of AI-generated comics, covering aspects such as project planning, episode scripts, asset illustrations, storyboards, video narration guidelines, and release strategies. These templates can be used in conjunction with tools like Claude, Codex, DeepSeek, and WorkBuddy, with the aim of transforming scattered pieces of information into a standardized production process.
Data: 3 highly interactive tweets from 2 different accounts; a total of 113,000 views.
Basis for judgment: 3 highly interactive tweets from 2 different accounts, with a total of 113,000 views; searches on X for “AI comic series production template” revealed that 15 latest tweets were posted within 18.3 hours by 15 different accounts; this activity was not previously recorded by the monitoring system.
Representative tweet: “I must make this open-source for everyone. It’s the most comprehensive template I’ve ever created – covering the entire process of creating AI-generated manga series. You’ll get planning outlines, asset guidelines, episode scripts, storyboard illustrations, video production tips, as well as publication guidelines. This template is compatible with tools like Claude, Codex, and WorkBuddy…” · Dream AI @jackzhang123vip · 72,000 views ·https://x.com/jackzhang123vip/status/2116729052421865727
Representative tweet: “The AI manga production template open-sourced by Meng Lao Shi is incredibly comprehensive. Friends who enjoy creating manga should definitely give it a try.” · Xingzhe AI Video @joshesye · 23,000 views ·https://x.com/joshesye/status/2117077291654328686
[Follow] Spec Kit: Standardized programming becomes popular (open-source repository)
The Spec Kit introduced by GitHub has received considerable attention. It advocates for transforming requirements into clear specifications before handing them over to intelligent systems for implementation. This tool is seen as a solution to the problems associated with vague requirements and project deviations in the vibe coding approach.
Data: 2 highly interactive tweets from 2 different accounts; a total of 249,000 views.
Basis for judgment: Two highly interactive tweets from two different accounts, with a total of 249,000 views; searches on X for the term “Spec Kit” revealed 9 latest tweets within 36 hours, posted by 9 different accounts; no previous records of these accounts or tweets were available in the radar system.
Representative tweet: “GitHub has officially solved the biggest problem associated with using Vibe Coding! GitHub has released a new tool called Spec Kit…” · Mo Elgaraihy @EngMoElgaraihy · 234,000 views ·https://x.com/EngMoElgaraihy/status/2116725937865658746
Representative tweet: “GitHub has just fixed the biggest flaw in vibe coding. They released the Spec Kit, and it’s already received over 120,000 likes. What exactly is this tool for? In the past, people would just throw out a few vague hints and then hope that AI would do the rest…” · Bitturing @Bitturing · 14,000 views ·https://x.com/Bitturing/status/2117160545233346760
[Follow] OpenMontage – an automated video-making tool (open-source repository)
OpenMontage has made it onto GitHub’s top lists. Its main feature is the ability to automatically generate scripts, media materials, audio recordings, subtitles, and complete video edits based on a single sentence of natural language input. What this tool represents is not merely an aid for a specific aspect of video editing, but rather an attempt to create complete videos from start to finish in an end-to-end manner.
Data: 1 highly interactive tweet · 1 account · A total of 60,000 views
Basis for judgment: 1 highly interactive tweet from 1 account, with a total of 60,000 views; searches on X for the latest tweets related to “OpenMontage” revealed 13 tweets within 36 hours, posted by 12 different accounts; Radar has been tracking these activities since November 1, 2026.
Representative tweet: “To be honest, I’m really struggling to keep up in the field of AI-powered video production. I just came across an open-source project called OpenMontage, and it immediately topped GitHub’s trending list that day. This tool doesn’t require you to do any manual editing at all…“ · Man ting @Manorgw · 60,000 views ·https://x.com/Manorgw/status/2117014821732339791
November 3rd · Open-source projects, models, and information
New GitHub repository
Popular models from Hugging Face
Lightricks/LTX-2.5Video models that support text-to-image, image-to-text, and video conversion functions (2.468 million downloads) ·https://huggingface.co/Lightricks/LTX-2.5
Pika-Labs/Pika-H3-FlexThe Pika video model, which supports the combined generation of audio and video content (491 downloads) ·https://huggingface.co/Pika-Labs/Pika-H3-Flex
black-forest-labs/flux-3-image-klein-comfyFLUX image generation and editing model adapted for ComfyUI (1.004 million downloads) ·https://huggingface.co/black-forest-labs/flux-3-image-klein-comfy
speridlabs/idolImage-to-3D model conversion method based on Gaussian scattering technique (7,787 downloads) ·https://huggingface.co/speridlabs/idol
facebook/sam3SAM3 that supports video object segmentation and mask generation (1.879 million downloads) ·https://huggingface.co/facebook/sam3
Qwen/Qwen3.8-27BQwen’s new multimodal model with 27 billion parameters (7.916 million downloads) ·https://huggingface.co/Qwen/Qwen3.8-27B
Edge0/Audio8-TTS-Realistic-AirA text-to-speech model that emphasizes a high level of realism (7,259 downloads) ·https://huggingface.co/Edge0/Audio8-TTS-Realistic-Air
deepseek-ai/DeepSeek-V4.1-Flash-1017DeepSeek’s new fast multimodal generation model (177,000 downloads) ·https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017
Information and new products
ChatGPT and Codex will share the same token quota (AI HOT). ·https://aihot.news/items/f6dxzur6d4pwjdhvm1x6m5rfp
Kazek presents the event-driven Agent automation architecture (AI HOT) ·https://aihot.news/items/dzwfvd9xp6v4qaj6olxezpier
Claude releases a thread discussing measures to reduce latency in long-duration sessions (AI HOT) ·https://aihot.news/items/sg5u3u91kw42j1grtyp3ny65n
OpenRouter releases a tutorial for reviewing sandbox validation defects (AI HOT) ·https://aihot.news/items/yww15c701iat30p8ttjf029ij
Provide the Agent with an email address as well as a login account for the chat platform (Product Hunt).https://www.producthunt.com/products/agent-inbox
Xmind introduces the AI-based thinking assistance feature (Product Hunt) ·https://www.producthunt.com/products/xmind
Shangtang has released the free model SenseNova 6.8 Flash (quantum bits).https://www.qbitai.com/2026/11/507277.html
Xiaomi’s low-cost, open-source device that can control agents – the “Quantum Bit”https://www.qbitai.com/2026/11/507107.html
The tech community is discussing this on Hacker News.
Agents that identify defects through practical operations and applications (101 points, 66 comments) ·https://momentic.ai/
Astra allows for direct reading and writing of weights, thereby enabling improvements to Qwen (1,382 points, 439 comments). ·https://rikiyat.github.io/blog/weight-space-programming/
The game wiki generated by AI is full of factual errors (100 points, 107 comments) ·https://www.eurogamer.net/ai-fan-wikis-errors-complicating-games-culture
The failure of the Minecraft intelligent swarm to build cities due to bureaucratic processes (176 points, 90 comments) ·https://www.tomshardware.com/tech-industry/artificial-intelligence/ai-agent-swarms-unleashed-in-minecraft-to-build-a-thriving-civilization-50-agent-teams-fail-after-falling-into-paralyzing-bureaucracy