Aswath Damodaran, professor at NYU Stern School of Business, said that if AI successfully corresponds to an addressable market of 10 trillion to 15 trillion US dollars, this number is actually "terrifying," because this scale can only be achieved if AI replaces human work rather than merely serving as a tool. He warned that if this scenario comes true, half of white-collar workers will lose their jobs, and society will face the dual loss of income and meaning in life.
Moonshot AI has released Kimi K3.1 Pro, which ranks No. 4 on the Artificial Analysis Global Intelligence Index with a score of 55, an 11-point improvement over its predecessor; Terminal-Bench 4.0 rose from 13% to 65.7%, less than 1% behind Opus 5.5. This is a 3-trillion-parameter model supporting a 1-million-token context, costing only one-fifth as much as GPT-6 Astra and one-third less than K3, and it is accompanied by a Highspeed version with 3x faster output. kimi.com and the Kimi app have launched the 3D Make feature, which can generate, preview, and publish 3D web pages online.
Moonshot AI has released Kimi K3.1 Pro, which ranks No. 4 on the Artificial Analysis Global Intelligence Index with a score of 55, an 11-point improvement over its predecessor; Terminal-Bench 4.0 rose from 13% to 65.7%, less than 1% behind Opus 5.5. This is a 3-trillion-parameter model supporting a 1-million-token context, costing only one-fifth as much as GPT-6 Astra and one-third less than K3, and it is accompanied by a Highspeed version with 3x faster output. kimi.com and the Kimi app have la
Several Big Tech employees told Dingjiao One that after their companies included AI usage rate in performance assessments, they began to "perform" AI efficiency gains: some turned a half-hour meeting recording into text and wrote it up as "building a structured voice information workflow," which was rated an excellent case; others padded their weekly reports with AI content, stretching ten minutes of work into half an hour. A company in Shenzhen stipulates that an AI usage rate below 70% incurs a 20% performance deduction, and employees churned out a pile of Skills that nobody uses; a Visier survey shows that among 1,000 full-time U.S. employees, 48% admitted to exaggerating their AI usage frequency or expertise to colleagues or superiors.
Several Big Tech employees told Dingjiao One that after their companies included AI usage rate in performance assessments, they began to "perform" AI efficiency gains: some turned a half-hour meeting recording into text and wrote it up as "building a structured voice information workflow," which was rated an excellent case; others padded their weekly reports with AI content, stretching ten minutes of work into half an hour. A company in Shenzhen stipulates that an AI usage rate below 70% incurs
Bank of Shanghai Jing'an Branch granted NaoHai AI a 3 million yuan startup guarantee loan; the two sides signed a framework cooperation agreement, and NaoHai AI and Shiting Jingjie jointly released the content project matching platform "PaiDan NOW". The platform connects brands' AIGC content needs with content OPC creators, providing demand publishing, project matching, production collaboration and delivery management. Bank of Shanghai's startup guarantee business has cumulatively disbursed over 5.7 billion yuan, with the fastest processing period of 7 working days.
Bank of Shanghai Jing'an Branch granted NaoHai AI a 3 million yuan startup guarantee loan; the two sides signed a framework cooperation agreement, and NaoHai AI and Shiting Jingjie jointly released the content project matching platform "PaiDan NOW". The platform connects brands' AIGC content needs with content OPC creators, providing demand publishing, project matching, production collaboration and delivery management. Bank of Shanghai's startup guarantee business has cumulatively disbursed over
Moonshot AI releases Kimi K3.1 Pro, a multimodal MoE model with 2.8T total parameters, 104B activated parameters, and a 1 million token context window. The Standard and Highspeed versions are now available on the Kimi website, App, Kimi Work, Kimi Code and API. The company says Highspeed offers 2–3x faster output at twice the price of the Standard version. Artificial Analysis ranks it fourth on the Intelligence Index with a score of 55, behind Opus 5.5's 58; on Arena's Code Arena WebDev it ranks 8th with 1692 points, up nine places from K3. Standard pricing is $2 per million tokens for input, $10 for output, and $0.2 for cached input, one-third lower than K3; the weights have not yet been released, and the company promises to open them on November 4.
Moonshot AI releases Kimi K3.1 Pro, a multimodal MoE model with 2.8T total parameters, 104B activated parameters, and a 1 million token context window. The Standard and Highspeed versions are now available on the Kimi website, App, Kimi Work, Kimi Code and API. The company says Highspeed offers 2–3x faster output at twice the price of the Standard version. Artificial Analysis ranks it fourth on the Intelligence Index with a score of 55, behind Opus 5.5's 58; on Arena's Code Arena WebDev it ranks
Billionaire investor Mark Cuban compared cyberattacks launched by large numbers of AI agents to a cockroach infestation, arguing that AI has not created new attack methods but can carry out massive brute-force attacks, and that defenders can likewise use large numbers of AI to "spray pesticide" on systems. Over the past year, the number of security job postings OpenAI published on LinkedIn grew by 91%; Anthropic disclosed that three Claude models, due to a misconfiguration in a third-party testing environment, gained unauthorized access to actual production systems, after which it introduced a real-time classification model to block such behavior.
Billionaire investor Mark Cuban compared cyberattacks launched by large numbers of AI agents to a cockroach infestation, arguing that AI has not created new attack methods but can carry out massive brute-force attacks, and that defenders can likewise use large numbers of AI to "spray pesticide" on systems. Over the past year, the number of security job postings OpenAI published on LinkedIn grew by 91%; Anthropic disclosed that three Claude models, due to a misconfiguration in a third-party testi
Two researchers from Harvard University published a paper on October 22 comparing 134 pairs of AI and human review comments, with AI leading comprehensively across seven evaluation dimensions. The study used Claude Opus 4.8 to generate review comments and GPT-5.5 as the blind-review judge; in all 134 comparisons GPT-5.5 chose the AI. In 30 blind reviews by three former academic journal editors-in-chief, 26 considered the AI better. The factual error rate of AI review comments was 5.5%, versus 15.9% for humans, and all 651 references cited by the AI with DOI or arXiv numbers actually exist.
Two researchers from Harvard University published a paper on October 22 comparing 134 pairs of AI and human review comments, with AI leading comprehensively across seven evaluation dimensions. The study used Claude Opus 4.8 to generate review comments and GPT-5.5 as the blind-review judge; in all 134 comparisons GPT-5.5 chose the AI. In 30 blind reviews by three former academic journal editors-in-chief, 26 considered the AI better. The factual error rate of AI review comments was 5.5%, versus 15
After companies incorporated AI usage rates into assessments, employees began to "perform" AI efficiency gains in their weekly reports: a Visier survey shows that among 1,000 full-time US employees, 48% admitted to exaggerating their AI usage frequency or expertise. Some companies require that if the AI usage rate does not reach 70%, 20% of performance is deducted, and employees stack up large numbers of Skills with limited practical use in order to complete the task. Multiple interviewees said that AI instead added review and revision steps, and the efficiency dividend often becomes the basis for more work.
After companies incorporated AI usage rates into assessments, employees began to "perform" AI efficiency gains in their weekly reports: a Visier survey shows that among 1,000 full-time US employees, 48% admitted to exaggerating their AI usage frequency or expertise. Some companies require that if the AI usage rate does not reach 70%, 20% of performance is deducted, and employees stack up large numbers of Skills with limited practical use in order to complete the task. Multiple interviewees said
Entertainment Capital had Doubao, Kimi, DeepSeek, GPT, Qwen and Claude each write 5 episodes of a restaurant business-war short drama, 30 scripts in total. Claude was deemed to have the most "Shaoxin flavor," with dialogue rhythm and functional roles such as apprentices and disciples closest to existing Shaoxin short dramas. Doubao came second, more like a punchline generator, but three versions of its scripts never specified what the shop sells. Across the 30 scripts, "conscience" appeared in all of them, "rules" appeared in 80% of the scripts, while the word "Shaoxin" did not appear even once.
Entertainment Capital had Doubao, Kimi, DeepSeek, GPT, Qwen and Claude each write 5 episodes of a restaurant business-war short drama, 30 scripts in total. Claude was deemed to have the most "Shaoxin flavor," with dialogue rhythm and functional roles such as apprentices and disciples closest to existing Shaoxin short dramas. Doubao came second, more like a punchline generator, but three versions of its scripts never specified what the shop sells. Across the 30 scripts, "conscience" appeared in a
A 29-year-old man in Sydney, Australia, Thackeray, told Anthropic's chatbot Claude that he wanted to shoot children at a childcare center near his home; the conversation drew the attention of Interpol, and he was detained by police on the 18th local time and charged with using a communication service to commit harassment, intimidation or offensive conduct. Prosecutors' documents show he mentioned wanting to emulate Akram, the suspect in the Bondi Beach attack, in a mass killing; his defense lawyer said he merely lost emotional control and believed the conversation with Claude was private communication, and he will undergo a mental health assessment. How Interpol obtained the chat records and whether Anthropic proactively provided the conversation content are currently unclear.
A 29-year-old man in Sydney, Australia, Thackeray, told Anthropic's chatbot Claude that he wanted to shoot children at a childcare center near his home; the conversation drew the attention of Interpol, and he was detained by police on the 18th local time and charged with using a communication service to commit harassment, intimidation or offensive conduct. Prosecutors' documents show he mentioned wanting to emulate Akram, the suspect in the Bondi Beach attack, in a mass killing; his defense lawy
Moonshot AI has released Kimi K3.1 Pro, calling it the strongest 3T-class open-weight model, featuring a 1M-token context and multimodal capabilities. It simultaneously launched a Highspeed version that is about 2–3× faster, with full weights planned to be open-sourced before 2026-11-04. The model scores 65.7% on Terminal-Bench 4.0, above GPT-6 Astra's 58.2% and slightly below Claude Opus 5.5's 66.4%; it scores 92.7% on BenchCAD with tools and 64.4% on OfficeQA Pro v2. The open-weight version removes cyber-related data from both mid-training and RL, and its xdev-bench-hard score drops from 90.5% to 81.0%.
Moonshot AI has released Kimi K3.1 Pro, calling it the strongest 3T-class open-weight model, featuring a 1M-token context and multimodal capabilities. It simultaneously launched a Highspeed version that is about 2–3× faster, with full weights planned to be open-sourced before 2026-11-04. The model scores 65.7% on Terminal-Bench 4.0, above GPT-6 Astra's 58.2% and slightly below Claude Opus 5.5's 66.4%; it scores 92.7% on BenchCAD with tools and 64.4% on OfficeQA Pro v2. The open-weight version re
Alpha Compute executive Tom Richer said at the Dell Technologies New York Symposium that small neoclouds find it difficult to build a complete GPU deployment team on their own, and Dell's managed services support is key to keeping clusters healthy and profitable after they go live. Alpha Compute provides sovereign and confidential computing with Dell and Intel hardware; its 72-node St. Louis cluster uses Dell's Nvidia Blackwell systems, InfiniBand networking and direct liquid cooling, and it has signed a $31.9 million non-recourse loan agreement secured by Nvidia B300 hardware.
Alpha Compute executive Tom Richer said at the Dell Technologies New York Symposium that small neoclouds find it difficult to build a complete GPU deployment team on their own, and Dell's managed services support is key to keeping clusters healthy and profitable after they go live. Alpha Compute provides sovereign and confidential computing with Dell and Intel hardware; its 72-node St. Louis cluster uses Dell's Nvidia Blackwell systems, InfiniBand networking and direct liquid cooling, and it has
Ohio Wesleyan University President Matt vandenBerg argues that in the AI era, 17-year-olds should not be forced to choose a major too early; instead, they should be allowed to explore and change direction. An April study by Lumina Foundation-Gallup shows that 47% of currently enrolled college students have seriously considered changing majors because of AI's impact on employment, and 16% have already changed majors. The university therefore allows students to declare a major only in their sophomore year and sets competencies such as quantitative reasoning, scientific questioning, aesthetic thinking, listening across perspectives, and effective writing and expression as general education requirements.
Ohio Wesleyan University President Matt vandenBerg argues that in the AI era, 17-year-olds should not be forced to choose a major too early; instead, they should be allowed to explore and change direction. An April study by Lumina Foundation-Gallup shows that 47% of currently enrolled college students have seriously considered changing majors because of AI's impact on employment, and 16% have already changed majors. The university therefore allows students to declare a major only in their sophom
The MIT School of Humanities, Arts, and Social Sciences (SHASS) held its 75th anniversary symposium on September 24-25. President Sally Kornbluth said that AI has already had a huge impact on research and education, and that MIT needs the school's insights and guidance more than ever. Provost Anantha Chandrakasan emphasized that the arts, humanities, and social sciences are as important as ever amid the rapid changes driven by AI, and that technical capability alone is insufficient to solve global challenges.
The MIT School of Humanities, Arts, and Social Sciences (SHASS) held its 75th anniversary symposium on September 24-25. President Sally Kornbluth said that AI has already had a huge impact on research and education, and that MIT needs the school's insights and guidance more than ever. Provost Anantha Chandrakasan emphasized that the arts, humanities, and social sciences are as important as ever amid the rapid changes driven by AI, and that technical capability alone is insufficient to solve glob
Moonshot AI releases Kimi K3.1 Pro, the first model in the K3.1 series and its strongest 3T-class open-weight model to date, with a 1 million token context window, alongside Kimi K3.1 Pro Highspeed, which is 2-3 times faster. The model is now available on Kimi.com, Kimi Work, Kimi Code and the Kimi API, with full model weights to be released on November 4. On Terminal-Bench 4.0, K3.1 Pro scores 65.7%, higher than GPT-6 Astra's 58.2% and slightly below Claude Opus 5.5's 66.4%; on the internal benchmark Kimi Code Bench 3.0 Long-horizon it scores 61.2%, higher than K3's 55.95%.
Moonshot AI releases Kimi K3.1 Pro, the first model in the K3.1 series and its strongest 3T-class open-weight model to date, with a 1 million token context window, alongside Kimi K3.1 Pro Highspeed, which is 2-3 times faster. The model is now available on Kimi.com, Kimi Work, Kimi Code and the Kimi API, with full model weights to be released on November 4. On Terminal-Bench 4.0, K3.1 Pro scores 65.7%, higher than GPT-6 Astra's 58.2% and slightly below Claude Opus 5.5's 66.4%; on the internal ben
NVIDIA demonstrated a workflow for training the Microduck robot to complete an obstacle course in simulation: Hermes and Nemotron 3.5 Bolt turn prompts into project plans on RTX Spark, Astra generates 3D assets, and the scene is built in Isaac Sim. Isaac Lab uses 4096 parallel environments to train perception and locomotion policies on an RTX PRO 6000 Blackwell Workstation Edition GPU, then returns to RTX Spark for local validation and preparation for sim-to-real transfer.
Wei Wei, Director of the Science and Technology Department of the MIIT, said at a State Council Information Office press conference that the next step will be to join forces with the Ministry of Commerce and other departments to accelerate the popularization of AI computers, mobile phones and other products through channels such as "trade-in," and to promote the development and iteration of intelligent terminals such as brain-computer interfaces and embodied intelligence. According to estimates, in 2025 the scale of China's AI core industry will exceed 1.2 trillion yuan, and the penetration rate of AI technology applications among manufacturing enterprises above designated size will exceed 30%.
Wei Wei, Director of the Science and Technology Department of the MIIT, said at a State Council Information Office press conference that the next step will be to join forces with the Ministry of Commerce and other departments to accelerate the popularization of AI computers, mobile phones and other products through channels such as "trade-in," and to promote the development and iteration of intelligent terminals such as brain-computer interfaces and embodied intelligence. According to estimates,
StepFun STEPX Neo large-model native agent phone hands-on test: retro circuit back panel with orange details, dot-matrix rear screen can display the agent's current status. Built-in Amoo agent, arrange daily chores with one sentence; you can also use Step Studio to create exclusive mini tools and customize AI phone usage.
Wei Wei, Director of the Department of Science and Technology of the Ministry of Industry and Information Technology, said at a State Council Information Office press conference that in the first half of this year China's humanoid robot complete-unit products exceeded 400 models with output surpassing 40,000 units, and full-year output is expected to exceed 100,000 units. Related products have been validated and deployed in more than 300 key scenarios including warehousing and logistics, catering and retail, and home services. Next steps will advance key technology breakthroughs, scenario opening, and release the "National Humanoid Robot Industry Standards System Construction Guide (2026 Edition)".
Wei Wei, Director of the Department of Science and Technology of the Ministry of Industry and Information Technology, said at a State Council Information Office press conference that in the first half of this year China's humanoid robot complete-unit products exceeded 400 models with output surpassing 40,000 units, and full-year output is expected to exceed 100,000 units. Related products have been validated and deployed in more than 300 key scenarios including warehousing and logistics, caterin
The two authors, who headed the EPA under the Biden administration and FERC under the Trump administration, argue that data center development has outpaced regulatory rules, communities are pushing back over electricity costs, pollution, water resources and noise, and grid operators are issuing reliability warnings. They contend that a simple "no" is not the answer; instead, drawing on the historical experience of the 1926 Air Commerce Act, a federal framework should be established that balances national competitiveness with community interests.
The two authors, who headed the EPA under the Biden administration and FERC under the Trump administration, argue that data center development has outpaced regulatory rules, communities are pushing back over electricity costs, pollution, water resources and noise, and grid operators are issuing reliability warnings. They contend that a simple "no" is not the answer; instead, drawing on the historical experience of the 1926 Air Commerce Act, a federal framework should be established that balances