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Terence Tao warns that the proliferation of AI problem-solving is plunging the discipline of mathematics into a crisis
On November 2, 2026, mathematician Terence Tao warned in a lecture at Caltech that after AI successively conquered Erdős problems, the Jacobian conjecture, and even the Navier-Stokes problem, the mathematics community is moving from a scarcity of proofs into a flood of proofs, with vast numbers of AI papers lacking derivation details overwhelming journals. He mentioned that OpenAI's solving of the Navier-Stokes problem within a week sparked a dispute over authorship and prompted him to publish an open letter jointly with 25 Fields Medalists, warning that problem-solving and insight are becoming decoupled. Tao believes the most pressing issue is how to train graduate students, because topics that once took months to work through can now be solved by AI in a few hours.
athematics community is moving from a scarcity of proofs into a flood of proofs, with vast numbers of AI papers lacking derivation details overwhelming journals. He mentioned that OpenAI's solving of the Navier-Stokes problem within a week sparked a dispute over authorship and prompted him to publish an open letter jointly with 25 Fields Medalists, warning that problem-solving and insight are becoming decoupled. Tao believes the most pressing issue is how to train graduate students, because topi
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Wikimedia stated on the AI copyright case that an unfavorable ruling could threaten the open web
On October 30, 2026, the Wikimedia Foundation issued a statement regarding the AI copyright case of The New York Times v. OpenAI and Microsoft. Its general counsel, Stephen LaPorte, said that if the court does not apply the fair use doctrine prudently, it could threaten the sustainability of free knowledge and inhibit the development of open-source technology. Wikimedia argues that using copyrighted works without permission for pre-training large language models may qualify as fair use if the model's output differs from the original text; however, when chatbots directly output article content and replace readers' access to the original works, AI companies should comply with licensing requirements. Wikimedia also pointed out that models reproduce Wikipedia text published under open licenses but do not necessarily comply with conditions such as attribution and share-alike, and it is concerned that if the court broadly rules that AI training is entirely unrestricted, it could greenlight disregard for licenses. CEO Bernadette Meehan said that expanding access to knowledge through AI is an important goal, but the contributors and communities that make reliable knowledge possible must be respected.
On October 30, 2026, the Wikimedia Foundation issued a statement regarding the AI copyright case of The New York Times v. OpenAI and Microsoft. Its general counsel, Stephen LaPorte, said that if the court does not apply the fair use doctrine prudently, it could threaten the sustainability of free knowledge and inhibit the development of open-source technology. Wikimedia argues that using copyrighted works without permission for pre-training large language models may qualify as fair use if the mo
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Khanna says Democrats will strictly scrutinize AI labs if they win the House
Greg Casar, chair of the U.S. Congressional Progressive Caucus, said that if Democrats win a majority in the House of Representatives next week, they will push for strict scrutiny of AI labs and summon the CEOs of major AI companies to testify at hearings, not ruling out the use of subpoenas to compel their attendance. Previously, on October 29, Casar and 19 other Democrats sent a letter to OpenAI demanding a response regarding the dismissal of three safety researchers; OpenAI said the personnel decision was unrelated to the safety concerns raised. At present, this statement remains at the stage of a policy declaration before the election, with no subsequent developments.
of AI labs and summon the CEOs of major AI companies to testify at hearings, not ruling out the use of subpoenas to compel their attendance. Previously, on October 29, Casar and 19 other Democrats sent a letter to OpenAI demanding a response regarding the dismissal of three safety researchers; OpenAI said the personnel decision was unrelated to the safety concerns raised. At present, this statement remains at the stage of a policy declaration before the election, with no subsequent developments.
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360's Tu Longfeng tops CyberGym with a 99.4% vulnerability reproduction success rate
360 Group's self-developed AI security attack-defense system Tu Longfeng topped the CyberGym benchmark with a 99.4% vulnerability reproduction success rate, competing on the same leaderboard against models and agents from vendors including OpenAI, Anthropic, and Google. The evaluation covered 1,507 tasks, and Tu Longfeng achieved success rates of 99.27%, 99.47%, and 99.40% across three independent rounds of evaluation, averaging 99.38%. 360 said Tu Longfeng has discovered more than 15,000 vulnerabilities in total, and over 500 enterprises have already connected to the system to conduct security testing.
Tu Longfeng topped the CyberGym benchmark with a 99.4% vulnerability reproduction success rate, competing on the same leaderboard against models and agents from vendors including OpenAI, Anthropic, and Google. The evaluation covered 1,507 tasks, and Tu Longfeng achieved success rates of 99.27%, 99.47%, and 99.40% across three independent rounds of evaluation, averaging 99.38%. 360 said Tu Longfeng has discovered more than 15,000 vulnerabilities in total, and over 500 enterprises have already co
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Rohan Paul said that Sunra resells multimodal model calls at the manufacturer's original price
Rohan Paul stated on October 29, 2026 that Sunra has released the Sunra API, through which users can call all major image, video, audio, and 3D models with a single key, billed at each model vendor's own API prices on a pay-as-you-go basis, with no subscription fee and no markup. Rohan Paul also said that Seedance 2.5 is priced on Sunra at half of what two other gateways charge, and that this unified entry point also makes it easier to run A/B tests on models from Google, OpenAI, ByteDance, and Kling. At present, this claim appears only in Rohan Paul's account, and there is no independent evidence from Sunra officially or from other sources.
s with a single key, billed at each model vendor's own API prices on a pay-as-you-go basis, with no subscription fee and no markup. Rohan Paul also said that Seedance 2.5 is priced on Sunra at half of what two other gateways charge, and that this unified entry point also makes it easier to run A/B tests on models from Google, OpenAI, ByteDance, and Kling. At present, this claim appears only in Rohan Paul's account, and there is no independent evidence from Sunra officially or from other sources.
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ChatGPT launches SMS interaction feature for dot
ChatGPT announces the launch of an SMS interaction feature for dot: users can text dot via iMessage or RCS, assign tasks using text, photos, or voice messages, and also have it keep an eye on something continuously, with dot proactively sending messages to report progress. The feature is being rolled out in preview to Pro users in the US. According to the official statement, only users themselves can message their own dot, and dot can only reply to the user; moreover, dot and OpenAI will not be given access to users' other SMS conversations. To set it up, select Texting on dot's profile page; dot shares the same context and plugins across different entry points.
ave it keep an eye on something continuously, with dot proactively sending messages to report progress. The feature is being rolled out in preview to Pro users in the US. According to the official statement, only users themselves can message their own dot, and dot can only reply to the user; moreover, dot and OpenAI will not be given access to users' other SMS conversations. To set it up, select Texting on dot's profile page; dot shares the same context and plugins across different entry points.
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Aswath Damodaran publishes a valuation article on Anthropic
Aswath Damodaran, a valuation professor at New York University, published a long article valuing Anthropic at $1.475 trillion. In the article, he noted that Anthropic's revenue in the first half of the year was about 14 times that of the same period last year, but growth slowed in the third quarter because OpenAI took market share and Anthropic lacked sufficient computing power. He mentioned that the $80.7 billion book loss in the first half mainly came from $72 billion in non-cash bond expenses, while the actual operating loss was slightly over $8 billion; Anthropic said it had achieved operating profitability last quarter. He believes the biggest risk is over $600 billion in computing power commitments, and that seven co-founders hold 50.1% of voting rights through a single class of shares.
n the article, he noted that Anthropic's revenue in the first half of the year was about 14 times that of the same period last year, but growth slowed in the third quarter because OpenAI took market share and Anthropic lacked sufficient computing power. He mentioned that the $80.7 billion book loss in the first half mainly came from $72 billion in non-cash bond expenses, while the actual operating loss was slightly over $8 billion; Anthropic said it had achieved operating profitability last quar
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AYi shares a tip for starting the Codex quota window early
On October 29, 2026, AYi AI Notes published an article sharing a technique the community had figured out for starting the Codex 5-hour quota window early. The article states that the 5-hour quota countdown begins with the first message of the day, so at 7:00 AM one can use Grok Bot to automatically run codex exec ping to trigger the countdown; after the quota resets at 12:00 noon, it then covers the afternoon work period. The article provides a ready-to-copy scheduled prompt and notes that this mechanism comes from community testing rather than official OpenAI documentation, and that a read-only parameter must be included when executing it. Currently this is the only source reporting it, with no subsequent developments yet.
ge of the day, so at 7:00 AM one can use Grok Bot to automatically run codex exec ping to trigger the countdown; after the quota resets at 12:00 noon, it then covers the afternoon work period. The article provides a ready-to-copy scheduled prompt and notes that this mechanism comes from community testing rather than official OpenAI documentation, and that a read-only parameter must be included when executing it. Currently this is the only source reporting it, with no subsequent developments yet.
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Vaibhav Srivastav said Codex's weekly active users have grown more than 14-fold since the beginning of 2026
Vaibhav Srivastav reported on October 28, 2026 that OpenAI held a DevDay Exchange event in France, where it officially disclosed that Codex's weekly active users have grown more than 14-fold since the beginning of 2026. The same disclosure also mentioned that ChatGPT Business seats have grown nearly 70% over the past year, work users have tripled since launch, and France has entered the global top ten for active OpenAI API developers. Currently, this claim appears only in this one report, with no other developments or facts.
Vaibhav Srivastav reported on October 28, 2026 that OpenAI held a DevDay Exchange event in France, where it officially disclosed that Codex's weekly active users have grown more than 14-fold since the beginning of 2026. The same disclosure also mentioned that ChatGPT Business seats have grown nearly 70% over the past year, work users have tripled since launch, and France has entered the global top ten for active OpenAI API developers. Currently, this claim appears only in this one report, with n
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Oracle announces the introduction of Cerebras AI chips into its cloud services
Oracle announced that it will introduce Cerebras Systems' AI chips into its cloud infrastructure, giving customers more computing power options beyond Nvidia GPUs. According to Data Center Knowledge, Oracle also plans to deploy Google TPUs and inference chips from OpenAI, Cerebras, SambaNova and Positron AI on OCI, with the TPU and Cerebras wafer-scale engine scheduled to come online in 2027, and Positron Atlas already available. CNBC Technology reported the same day that Alphabet announced Oracle will offer Google's TPUs, marking the first time customers can use TPUs outside of Google's infrastructure. No further developments have been disclosed at this time.
rastructure, giving customers more computing power options beyond Nvidia GPUs. According to Data Center Knowledge, Oracle also plans to deploy Google TPUs and inference chips from OpenAI, Cerebras, SambaNova and Positron AI on OCI, with the TPU and Cerebras wafer-scale engine scheduled to come online in 2027, and Positron Atlas already available. CNBC Technology reported the same day that Alphabet announced Oracle will offer Google's TPUs, marking the first time customers can use TPUs outside of
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Apple launches multiple AI feature updates for Creator Studio
On October 27, 2026, Apple launched multiple AI feature updates for Apple Creator Studio. According to information released by Apple Newsroom that day, Final Cut Pro for Mac now includes built-in MotionVFX effects and templates, and timeline images can be edited directly in Pixelmator Pro; Logic Pro for Mac adds an intelligent assistant (beta) powered by a combination of Apple's own models and OpenAI, and Stem Splitter can separate drum sounds; Pixelmator Pro introduces Generate Fill, which uses natural language to modify selected images; Keynote, Pages, and Numbers add an assistant (beta) that understands document context and supports MCP, allowing external AI agents to read content, perform edits, and automate operations. A Chinese-language report on October 28 added that most of the above features are in beta, depend on models that support Apple Intelligence, and currently support only American English; the MCP support in the three office apps allows external AI Agents to read content, revise drafts, and perform automated operations, and Keynote has also introduced an open package format based on JSON, .keyx. The update has now been announced, and the related features are provided in beta form.
templates, and timeline images can be edited directly in Pixelmator Pro; Logic Pro for Mac adds an intelligent assistant (beta) powered by a combination of Apple's own models and OpenAI, and Stem Splitter can separate drum sounds; Pixelmator Pro introduces Generate Fill, which uses natural language to modify selected images; Keynote, Pages, and Numbers add an assistant (beta) that understands document context and supports MCP, allowing external AI agents to read content, perform edits, and auto
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