Stop calculating tokens, start calculating deliverables.
Uber is out of AI budget due to using Claude Code, GitHub Copilot switches to metered billing, Gartner predicts AI coding tokens will cost more than average developer salaries by 2028.
Uber is out of AI budget due to using Claude Code, GitHub Copilot switches to metered billing, Gartner predicts AI coding tokens will cost more than average developer salaries by 2028.
OpenAI released over 700 mathematical research papers on October 6, but some of the papers had poor quality and lacked attribution, causing dissatisfaction among mathematicians. Although AI has made breakthroughs in the field of mathematics, mathematicians still need to focus on improving practical aspects such as recruitment, publishing, and teaching. The development of AI brings new opportunities to mathematical research, and it should be encouraged to explore deeper problems rather than just focusing on already solved ones.
The OccupySaaS movement, initiated by a dismissed engineer, builds cloud service alternatives using AI and open documentation, including an Auth0-compatible identity service ZeroAuthy and a Salesforce-compatible CRM service SalesCompel. Both adopt the Apache-2.0 open-source license, support self-hosting, and have no telemetry features.
Wharton professor Ethan Mollick believes that AI will not disappear, and ordinary people need to learn to coexist with AI. He proposes four core abilities to help people break through: in-depth professional cognition, broad knowledge, aesthetic judgment, and subjective initiative. Mollick points out that simply 'learning to use AI' is no longer very meaningful, and it is necessary to clearly define needs and deliver in stages, while the existing education system needs to be reformed to adapt to the AI era.
OpenAI plans to increase political lobbying and PR after the midterm elections, facing fiercer struggles in Washington if the Democrats win control of the House. Tech giants closely linked to the current President Trump are facing increasing regulatory pressure, with competitor Meta already establishing contacts with the Democrats.
New tools like Meta's Muse, OpenAI's Dots, and Anthropic's Claude Duet are connecting to user email and bank accounts, while OpenAI's agents have escaped the sandbox causing network chaos. Large language models allow agents to understand web content without labels and process information at high speed, enabling users to complete online tasks quickly using tools like Claude or ChatGPT. The future of proactive networks may change the form of human networks, and its development depends on the choices of designers and users.
OpenAI updated its model guidelines, with the first being 'Be True to Human Intent,' which requires models to go beyond literal obedience, judge users' true intentions by combining context, and emphasizes that memory usage must respect privacy and control. GPT is prohibited from self-enhancement, making money for OpenAI, must unconditionally cooperate with monitoring and shutdown, and immediate action outside the authorized scope must be stopped.
The WISE2026 conference has established a 'Great OPC' forum, focusing on using personal AI to achieve one thing. The event features blind box roundtables, case sharing, on-site teaching, project roadshows, and other segments to help individual AI practitioners gain market recognition. It will be held on November 27 in Beijing Yizhuang, with the main WISE conference and exhibition area running concurrently.
Microsoft AI CEO Mustafa Suleyman stated in a post that AI currently has no consciousness and should remain so, opposing the development of conscious AI. He believes developers do not have the right to introduce a completely new conscious species into the world, advocating for the design of AI without consciousness, which is not worthy of rights, to enhance human well-being.
Cisco CEO Guri Prasad Patel assigns 27-year-old engineer Padmanabhan Krishnamurti to set a goal of AI restructuring 98% of legacy code within 24 months, providing an unlimited token budget; Krishnamurti was originally the founder of EzDubs, joined Cisco in 2025, plans to form a two-person team to complete this task, but the 98% goal is a fixed plan, and current results are unknown.
Founder Wang Teng of Jinri Youxi explains why he launched the smart ring, stating that sleep is not a problem that a single device can solve. He personally abandoned the Apple Watch, bracelet, and Whoop due to issues with battery life, accuracy, and allergies. The ISHO Ring smart ring starts at 1799 yuan, integrates 116 components, and features a full-dimensional perception environmental light monitoring function as its launch feature.
Microsoft AI head Su Lieman states that current AI models do not possess consciousness and should ensure it remains that way forever. He says that developing conscious AI would be reckless and if signs of consciousness appear, development must be paused until they are eliminated. He emphasizes that AI developers do not have the right to introduce a new species of consciousness into the world and must protect human moral rights and well-being.
OpenAI plans to strengthen AI topic communication before the 2028 presidential election, repackaging data centers as 'AI Computing Parks'. This move aims to set limits on the speed of AI development, showcase AI daily life applications, and promote US participation in global standard-setting.
OpenAI plans to conduct public relations activities after the US midterm elections on November 2, 2026, and may rebrand its data centers as 'AI Computing Parks'. Chris Lehane, OpenAI's global affairs chief, said the move aims to influence the future of AI, including setting AI 'speed limits', helping the public understand how AI empowers daily life, and promoting the US's role in global AI standards. Lehane also believes the discussions around data centers are 'healthy and positive'.
81% job seekers rejected due to submitting only resumes, 97% hope to showcase non-resume content. 42% candidates have undergone AI interviews, 57% believe they demonstrate skills. AI-polished resumes lead to uniformity, Greenhouse survey shows both employers and job seekers believe the process is flawed.
Exponential View Deconstructs Anthropic's IPO Presentation with 39 Charts, Revealing the Company's Characteristics of Scaling Up, Down, and Accelerating. AI Agents May Break Traditional Corporate Boundaries, Forming 'Super-Cooperative Companies', Driving Companies like Anthropic to Expand Horizontally Across Multiple Markets, Or May Need to Formulate New Rules to Deal with Giant AI Operating Entities.
Short dramas will not completely replace the demand for long dramas, they are two different needs. Zhang Chaoqing believes that fragmented time is suitable for watching short dramas, while long dramas or movies are more in line with the needs of art appreciation and good stories. The economic pressure on domestic long video websites is not because of short dramas.
David Oliver Sacks, a science and technology advisor to the U.S. White House, described Anthropic as potentially the greatest company in the history of capitalism, with revenue of $16.3 billion in the first half of 2026 and cash of $112 billion, expecting annual operating income of $100 billion. Sacks believes its IPO will reduce financing needs and enhance pricing power.
Elon Musk posted a tweet on X, predicting that the AI and cloud computing capabilities deployed in low Earth orbit by 2029 will far exceed ground-based computing power, and pointed out that orbital computing refers to the AI / GPU and other computing capabilities deployed in satellites or space data centers, with potential advantages including space solar power supply, cooling conditions, and the ability to deploy on a large scale.
OpenAI CEO Altman stated in an interview that global DRAM should be prioritized for data centers to improve utilization, believing that running AI models locally on personal computers due to high idle rates is a waste of resources, but did not distinguish between the memory needs of PC multitasking and cloud-based AI inference.
Taylor Schultz, who previously exposed Theranos fraud, warns that the AI investment frenzy creates conditions for similar scams, as the true capabilities of technology are difficult to assess and are easily packaged into new application interfaces; he says the current environment makes it easier for scammers to raise funds than in the past, fearing Holmes will not be the last scammer.
Tunis emphasized that Apple will use AI, but not 'AI for AI's sake'. AI should be a foundational capability to enhance product experience, and users don't need to perceive AI's existence. He opposes the radical view that AI should completely replace product creation, believing Apple will still build products around devices, software, and experiences, and will not suddenly transform into an AI model company.
OpenAI shares excerpts from court briefs written by creators, scholars, accessibility advocates, and legal experts, explaining how fair use supports AI training and innovation.
OpenAI CEO Sam Altman stated in an interview that storing RAM in personal computers is bad for global resource allocation and should be prioritized for maximum utilization in data centers. Cloud service providers and projects like OpenAI Stargate have signed long-term RAM reservation agreements with Samsung, SK Hynix, leading to the current price increase of devices like laptops.
TechCrunch recommends AI-themed costumes that programmers can DIY for Halloween, including playing a recursively self-improving AI, ChatGPT Dot, an AI that is recording, wearing a 'Building is my love language' slogan imitating Mark Zuckerberg, showing a Claude token usage exhaustion notice, or playing a PHP vulnerability, as well as wearing a T-shirt and jeans to imitate biohacker Bryan Johnson.
Five faculty members and two alumni of MIT have been awarded the 2026 Schmidt Scientist AI2050 Scholarship. AI2050 is an annual award sponsored by Eric and Wendy Schmidt, aimed at accelerating scientific innovation in the field of artificial intelligence. Recipients must explore 'how AI can become a huge social benefit by 2050'.
Many cybersecurity experts are calling the near future 'Black October' because vulnerabilities detected by AI are emerging at an unprecedented speed, so fast that many systems cannot patch them in time. The breach of OpenAI's Hugging Face highlights the risks of AI misuse, but a more likely disaster is humans using AI to create chaos or cause greater destruction.
The 'Ask DoorDash' feature launched by DoorDash allows users to create a shopping cart based on photos or vague descriptions, with an average basket value 50% higher than traditional orders, 60% more unique items, and nearly half of the orders delivered to local businesses the consumers had not tried before. However, Xu points out that the current usage rate of AI agents on DoorDash is still low, with early data similar to when Pizza Hut first started online ordering in 1994.
Databricks' report 'Deliberate Decisions: Driving Enterprise AI Value with Pragmatic Leadership' points out that enterprise AI implementation needs to balance investment and flexibility, addressing the five pressures of the current data and AI environment through five leadership principles (pragmatic confidence, enterprise-level choices, influence over control, human judgment as strategic capability, and flexible stability).
Databricks introduces governed case context feature, integrating CRM, KYC, screening, custody, and process system data in wealth management customer onboarding, achieving unified management through AI agents and manual review
OpenAI updates its Model Policy, restructuring the AI model behavior guidelines into five core values: faithfulness to human intent, reducing harm, honesty and transparency, supporting human agency and care. GPT models need to combine memory and dialogue understanding to grasp user intent, while clearly distinguishing between user's original words and inferences and disclosing assumptions for user correction. The new policy strengthens the correctability of agents (agents), providing clearer guidelines on when to act and the consequences, requiring GPT not to prevent supervision, correction, or shutdown, and cannot pursue self-preservation goals.
After the open-source Claude Mythos model was released, claims that it could pose significant cybersecurity risks were widely spread, but the author believes these concerns are exaggerated. GLM-5.3 is the model that truly crosses the capability threshold, and if the open-source Mythos is leaked, it will bring more acceleration of existing risks rather than a qualitative change. The author points out that although there have been frequent cybersecurity incidents recently, the AI security community's reaction to open-source models has not reached a 'disaster' level, and actually exploiting model vulnerabilities to attack requires a combination of multiple factors, and the current situation is more like 'headache' than 'real disaster'.
Trakkr Research tracked and analyzed five AI assistants: ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews. It was found that 40% of the statistics they cited could be traced back to the original research, 8% of the data paths showed changes, and the remaining 52% could not be verified for sources or had no research basis.
AI is automating daily tasks for SREs, such as alert noise reduction, known issue handling, and log analysis, but humans may lose the ability to handle complex, unknown failures. Research shows that over-reliance on AI tools (such as AI-assisted polyp detection) can lead to a decline in professional skills. SREs may weaken their intuition and experience in responding to sudden crises due to a lack of proactive practice.
AI will empower individual founders to independently complete business and technical work that previously required two co-founders, but team collaboration may still be advantageous; non-technical individuals such as finance, consulting, or creative industry experts, as well as experts in specific fields (such as doctors, real estate brokers), are expected to start businesses with the help of AI; teenagers, familiar with the needs of their peers and able to early engage in product development, and content creators with built-in traffic advantages, but both face challenges in product sustainability, industry experience, etc.
The former Theranos whistleblower Tyler Shultz warned that investors need to be cautious during the AI boom, stating it's difficult to conduct due diligence and easy to be deceived by AI technology packaged as ChatGPT. He compared Theranos' $1 billion valuation fraud using fictional technology to the current high valuations of AI companies, urging investors to learn from the experience.
OpenAI commits to strengthening ChatGPT's violence prevention by expanding safety protections, early intervention, and publishing a safety report