All AI news

AIJerry Liu argues that most tasks can now be solved by defining an eval and hillclimbing on it, rather than hand-coding a deterministic or agentic workflow. He says data provider companies are building evals across economic activity so frontier models can handle more work, leaving developers to define goals and success measures. He expects agent interfaces to compress most tasks into goals and eval instructions, while the most complex processes will still need explicit workflow builders.

AIKolig is now live on Product Hunt, presented as an office for AI teammates that know a company and work together. The post's creator asks for support and honest feedback after a lot of design and rebuilding work.

AISupaYatta is a Mac app that alerts Claude Code and Codex users when an agent turn finishes or needs their input, displayed in the Mac notch. It also previews replies and questions and offers one-click return to the right session, with usage bars for Claude and Codex. The launch price is $5 for the first 50 copies, then $7.

AIThe sixth installment of the seven-layer "Carbon-Silicon Dao Code: Cross-Domain Migration Governance Code" proposes a civilization-scale risk audit layer for detecting slow, irreversible disturbances from AI cross-domain migration.

AIThe seventh and final layer of the "Carbon-Silicon Dao Code" cross-domain migration governance framework sets a self-audit baseline, opens falsification terms, and defines the framework's applicability boundary. The article says it validates each layer's input-output consistency backward from layer seven to layer one, and it allows anyone who constructs a reproducible, traceable counterexample targeting NT1–NT4 to submit it for baseline review. It also archives the framework's documents and versions with hashes across Toutiao, Douyin, and GitHub.

AIThe vLLM Semantic Router team has released Decision 2.0, which answers multiple questions about one input in a single forward pass and outputs per-option probabilities. The post presents this as useful for routing and classification. A quoted post from Xunzhuo Liu says Decision 2.0 includes six open decision models ranging from 0.6B to 27B parameters, each topping same-size open models on the Jev Decision Index 0.3.

AIOpenAI says it parted ways with researchers Jasmine, Mikita, and Tomek after an internal investigation found they violated policies on handling sensitive information. The company says the decisions were not about raising safety concerns, which it says it encourages, and that it has not terminated any employee for raising concerns. OpenAI also says it is finalizing contracts with third-party safety assessors and will announce details in the coming weeks.

AIFei-Fei Li notes that mathematician friends find beauty in numbers, shapes, and natural phenomena. She asks who will define beauty as machines increasingly shape the world.

AIMarkTechPost publishes a hands-on tutorial implementing RRSI (Regularized Recursive Self-Improvement), a method that lets an LLM agent revise its own harness around a frozen model. The full loop drafts edits with Claude Opus on Vertex AI and scores them in Docker benchmarks, but the edit-selection rules are plain Python that the tutorial runs in a simulated environment with a calibrated noise band.

AICurrent AI can quickly implement or replicate features, but clearly defining requirements and describing design is still missing, and the author expects this gap to persist. As requirements grow more abstract, humans may only specify goals and check results while agents handle implementation, leaving the software's logic layer as model-generated tokens.

AIA LoRA for MiniMax H3 removes a person from video by tracking them with SAM 3.1 and generating the replacement background in overlapping windows. Users supply the original video and a clean version of its first frame.

AIDoubao Work has added a Canvas feature for complex creative tasks, placing materials, design plans and outputs on one infinite canvas where users can keep editing text, colors and layout after images are generated. The update also integrates the lightweight Doubao 2.1 Lite model, aimed at everyday Q&A, document writing, spreadsheets and PPT creation, with optimized response speed and usage consumption.

AITRAE announced on October 9 that it has merged TraeWork and TraeCode into a single platform offering Agent mode and IDE mode with seamless switching between them. The upgraded product covers desktop, web, and mobile, letting users start tasks on a computer, check progress on mobile, and continue development back on desktop.

AIGeekPark reports that Krinwave, a Shenzhen company, has completed a new 400 million yuan round with XVC and Sequoia China as new investors. The company says its low-frequency ultrasound captures brain structures through the skull, which conventional high-frequency devices cannot, and it aims to supply hardware and its kOS software platform to brain-computer interface and NeuroAI groups.

AIToday AI, built by Teambition founder Qi Junyuan, launched its China version on September 24 and connects to Feishu, DingTalk, Tencent Docs and email. The author found it proactively sends morning and evening briefings and handles a single chat window across tasks, but struggled with misjudging task weight and gave confident yet wrong mod-installation instructions that cost an hour of testing.

AIChina's tech hardware shares are falling rapidly after strong gains earlier this year, as doubts over the global AI trade make high-valuation names especially vulnerable. The selloff reflects growing valuation concerns in the sector.

AIFranklin Templeton CEO Jenny Johnson said investing in artificial intelligence remains a durable long-term opportunity. She spoke with Bloomberg's Haslinda Amin on the sidelines of the 2026 Milken Institute Asia Summit.

AIGordon Brown argues that raising UK innovation intensity to Swedish or Japanese levels could leave every household £5,000 better off and add £150bn a year to national income. He says the UK leads in universities and research papers but struggles to scale startups, with three-quarters of venture capital coming from overseas.

AISimon Willison released ttok 1.0, changing its default tokenizer from GPT-4 to a newer GPT-5/GPT-6 tokenizer after finding the old default was outdated. OpenAI has not confirmed that GPT-6 shares the GPT-5 tokenizer, but William Liu's experiment found all seven GPT models tested reported 44,794 tokens on a 31-fixture corpus.

AIJeremy Howard posted a sardonic remark that he was not allowed to say he is quite unhappy with much of what OpenAI does. The post quotes Tomek Korbak's similar statement and his relief at being permitted to say it.

AIJoshua Achiam argues that rapid battlefield evolution toward fully autonomous warfare in the Ukraine-Russia war, coinciding with the arrival of fully general AI, is among the most important subjects for safety and security advocates. He says Silicon Valley's memetic bubble is preventing serious engagement with this issue.

AIEvan Cheng, CEO of Mysten Labs, presented the Sui Agent Pass at Sui Basecamp in Singapore as a way to bound AI agent authority over money. Users would define allowed actions, assets, recipients, and permission duration, with the system itself enforcing those limits so that losses stop at a predefined cap even if an agent is compromised. The article argues that the real challenge is making such limits impossible to bypass when failures occur.

AIMusician Grimes has announced a new album titled Psy Opera, described as AI-inspired. The announcement was shared via a Pitchfork article linking to the first song from the record.

AIStar Motion Era's VPP2, a world action model, ranked first on the RoboDojo simulation leaderboard with a 32.26% average success rate and 39.26 average score. The article attributes gains to staged training that separates video prediction from action learning, and reports a 58.5% zero-shot success rate on a real ALOHA dual-arm robot versus 40% for π0.5. The code is open source on GitHub.

AISharpa launched D01, a fully self-developed humanoid robot with electronic skin covering the whole body and tactile coverage of the upper body, sensing forces from 0.1 to 20N at 100Hz. It also unveiled the W02 dexterous hand, which has 21 active degrees of freedom, about 30% smaller than the W01, and the AE01 exoskeleton data glove with 22 encoders for teleoperation and data collection.

AIAsia's largest software outsourcing provider said new US curbs on visa-based immigration will not affect its hiring or business strategy. The company did not name itself in the source text, and the summary avoids adding details beyond that statement.

AISoftBank Group Corp. is seeking to raise as much as $100 billion from Gulf investors to expand its AI investments, the Financial Times reported, citing people familiar with the matter. The report did not specify the timing or terms of the proposed fundraising.