Of 1,933 IROS 2026 papers, Robot Learning/Embodied AI appears in about 809, while Navigation/Planning covers 564 and Perception/Vision 556. The article argues large models are being embedded into traditional planning, geometry, and control rather than replacing them. Vision-language-action models are shifting toward efficiency, 3D understanding, memory, and system integration.
At IROS 2026 in Pittsburgh, the Best Paper Award went to Yumin Lee, Hyoseok Ju and Giseop Kim for LT-Mem, a volatility-aware spatio-temporal memory system for lifelong robot scene understanding. The Best Student Paper Award went to Pei-An Hsieh and colleagues for flatness-preserving residual learning enabling real-time tight quadrotor formation flight. Other honors included a humanoid tennis-skills paper and SteadyTray, a humanoid tray-transport study.
The Chinese Academy of Sciences Hong Kong Innovation Research Institute's CAIR centre launched CARES 4.0, a multimodal clinical agent system built on a Harness agent framework, at the 4th Hong Kong clinical robotics and embodied AI symposium. Unlike its predecessor, which only answered questions, CARES 4.0 can carry out tasks such as generating department reports and assisting diagnosis from CT, MRI, ultrasound, endoscopy and EEG data. The framework and general toolkit are released, with the medical toolkit to follow.
Huawei launched the OceanStor M900 and Nvidia introduced CMX Context Memory Storage to manage inference KV Cache in tiered storage, reducing repeated computation on cache hits. Sources say SSD requirements for this workload are not standardized: some plans have moved from 3 DWPD to 9 DWPD, and the industry may need 6–12 months to reach a common product standard.
Naive AI, a Tsinghua-linked company founded seven months ago, has raised $400 million across three rounds at a post-money valuation of $1.42 billion. The company's founder is Dai Jifeng, an associate professor in Tsinghua's Department of Electronic Engineering, and its team has not given interviews or published a product introduction.
Zhang Lei, then a recent PhD graduate working mainly on image retrieval, beat a team led by face recognition expert Li Ziqing in a 2002 Microsoft Research Asia contest to build a face detection system. He cut the false-positive rate from roughly 50% to 1%, and the algorithm was integrated into Windows. Several members of his team later became prominent figures in China's technology industry.
At IROS 2026, Simplexity Robotics presented a robot that autonomously tends two CNC machines, grasping workpieces, loading them into chucks, and placing finished parts, with 0.5 mm clearance. The system was trained on only 600 real robot trajectories, using the SimpleWAM world action model, DRAM recurrent memory, and DPE candidate action scoring. The talk was reported as an edited transcript from the conference presentation.
BASAL Intelligence (本溯智能), founded by Tsinghua AIR's first PhD graduate Li Jianxiong, has raised funding led by Fifth Source Capital, with Ivy Capital, Linear Capital and WestSummit Capital participating. The company is pursuing an action-native, in-context embodied foundation model that lets robots adapt to new scenes in minutes from a few human demonstrations and self-attempts, rather than retraining.
Qi An Xin ranked first in China's network information security market with 4.39 billion yuan in revenue in 2025, according to a CCID Consulting report on a 93.08 billion yuan market. The company also led the endpoint security, security management platform, and security services segments, with a 17.5% endpoint share and 18.3% security management platform share.
Benewake CEO Li Yuan says lidar could serve as a learning source for robot models, not just an obstacle-avoidance tool. The company shipped 250,000 robot lidar units in the first half of this year, and robotics now accounts for over half of its revenue.
At the Apsara Conference, Alibaba's Qwen team outlined a roadmap of Qwen4 followed by Qwen4.5 and Qwen5, aiming for 5T to 10T parameters. The article notes that Qwen3.8 reached 2.4T parameters and that Qwen3.8-Flash activates 6B parameters per inference while cutting training cost to one-ninth. It also describes Qwen3.8-Max running model-driven experiments in chip design and inference optimization, and multimodal updates including a video model slated for November.
Anthropic released Claude Haiku 5.5, which the article says outperforms DeepSeek V4.1 Flash and GLM-5.3-Flash on official benchmarks and matches GPT-6 Luna on price. On OSWorld 2.1, its Low effort tier scores 42.0% at $0.07 per task, versus 15.7% at $1.45 for Haiku 4.5 at Max. Migrating from Haiku 4.5 requires changes to thinking configuration, sampling parameters, assistant prefill, and the computer-use tool version.
OpenAI began rolling out GPT-6 to free and Go ChatGPT users on October 8, replacing GPT-5.6 Luna with GPT-6 Luna, while paid users receive GPT-6 Sol. The update adds Intelligent UI, which generates charts, buttons, and interactive tools inside chat answers. OpenAI's safety report shows gains on jailbreak and instruction-hierarchy tests but also regressions in some self-harm, sexual, and emotional-dependence evaluations, including for under-18 users.
#GitHubUniverse is just around the corner. 👀 What will you be adding to your agenda? From verifying AI-written code to securing npm dependencies, here are the sessions to keep in mind at this year's event. ⬇️ https://github.blog/news-insights/company-news/10-technical-talks-im-excited-about-at-github-universe-2026/?utm_source=Twitter&utm_medium=Social&utm_campaign=tech_talks_uni_26
🍁 🦃 Canadian Thanksgiving in SF with @brhydon!
After one month, the new podcast reached 5,000 subscribers. In the AI slop era, human-flavored content still has value.
A Chinese podcast transcript argues that Opus 5.5 makes code generation, game modding, and language migration much faster and cheaper. It cites examples such as game remakes, Photoshop clones, and ESP32 firmware projects, and says legal and open-source barriers are struggling to keep pace.
Laya is a 421-million-parameter non-autoregressive decision engine from Convai Innovations that returns calibrated option probabilities in a single forward pass with zero output tokens. This tutorial tests its zero-shot accuracy, probability calibration, temperature fitting, and abstention gating on the CLINC150 banking intent dataset.
Caterpillar and CoreWeave are working to cut the time needed to train construction machines from months to hours, according to Caterpillar's Brandon Hootman. Caterpillar's ecosystem holds about 18 petabytes of federated machine, dealer and customer data, and a single machine can generate terabytes of LiDAR, camera and control data in a day. The partners use AI models, working with Nvidia, to annotate incoming field data so it can feed simulation and training within the same workday.
Atlassian announced the Agentic Multiplayer Protocol (AMP) at Team '26 Europe, a platform update designed to let humans and AI agents collaborate on shared context and tasks in one governed workspace. Agents receive administrator-assigned identities with defined authority and scope, and the company's Rovo Work mode handles multi-step tasks that humans review and approve. Atlassian's MCP server now exposes 200 tools and handles roughly 15 million tool calls daily.
Kore.ai launched Autoloop, an optimization engine that automatically adjusts AI agents built on its Kore.ai Agent Platform to meet business-set goals, including after deployment. The engine scores each proposed change against goals such as task completion, business-rule adherence, accuracy and cost. Autoloop is available now to all customers on the Artemis edition of the Kore.ai Agent Platform.
Infor is developing industry-specific AI agents for industrial manufacturing, aerospace and defense, automotive, and food and beverage, built on its existing industry applications. Suresh Jayaraman, Infor's senior vice president of product management and development, said generic agents often fail to give deterministic answers and produce hallucinations. Infor's 2026.10 release adds guardrails through security and scopes, while agents still need human approval to move orders between customers.
Contact center success is shifting from call speed and deflection toward resolution, with experts arguing that AI agents should be measured by "conversation to completion." Speakers at theCUBE's coverage said AI can handle high-volume, low-stakes calls while humans take complex issues, and that context must carry across AI-to-human handoffs.
OpenAI has published 722 math papers generated by an unreleased AI model, posted to GitHub, spanning about 20 mathematical subfields. The model did not fully prove the Riemann hypothesis but proved the quasi-Riemann hypothesis, and it also produced theoretical computer science and partial differential equation results. Many papers include Lean files for computer verification, and OpenAI plans to release more of them.
Nous Research, developer of the open-source Hermes AI agent, raised $90 million in a Series B round led by Robot Ventures, with Nvidia and Samsung participating. The company is now valued at $1.5 billion and says Hermes has been downloaded more than 24 million times. The source also reports $36 million in annualized revenue as of mid-September and expects it to exceed $100 million by year's end.
Google has launched SynthID Detector, a web-based tool anyone can use, after signing in with a Google, OpenAI or Apple account, to identify AI-generated images, video and audio. It detects content made with models from Google, OpenAI, Nvidia and Kakao that carries the SynthID watermark, and Apple Image Playground support is due within weeks. The tool misses content without a SynthID watermark, such as output from Anthropic's Claude, xAI's Grok and open-weights Chinese models, and it cannot tell which parts of edited content are AI-made.
US venture capital deal value reached a record $515.8 billion in the first nine months of 2026, driven largely by giant AI rounds for OpenAI and Anthropic, according to the PitchBook-NVCA Venture Monitor. Exit activity has not kept pace, with third-quarter exit value heavily dependent on SpaceX's $60 billion all-stock purchase of Anysphere, and IPOs remaining sparse.
A Financial Times report said OpenAI told prospective investors its annualized revenue is approaching $50 billion, far below the $68 billion widely reported two months earlier. The difference reflects a shift from gross revenue including partner revenue to net revenue, and the Nasdaq fell 1.25% as Oracle, Intel and CoreWeave dropped sharply. The source links the reaction to OpenAI's $852 billion valuation and planned IPO, which it now reportedly targets for 2027.
Former BitMEX CEO Arthur Hayes says humanity is wasting multi-trillion dollars on AI data centers that will eventually be overbuilt, causing a crash and a bailout that he expects will benefit bitcoin and other crypto. He expects infrastructure providers to seek payment for committed compute around late 2027 or 2028. Hayes is backing Flop, an AI-agent payments project expected to launch in the first quarter of 2027 that aims to create a spot market for computing power.
IMF Managing Director Kristalina Georgieva said AI investment is becoming a key driver of countries' relative economic fortunes, but the boom is also inflationary and could widen inequality. She warned that AI could add up to half a percentage point to annual world growth if done right, while high interest rates, soaring energy costs and record public debt strain governments. She urged policymakers to stop delaying painful choices on debt and consider a prudently hawkish monetary stance.
Finland's Licensing and Supervision Agency ordered Google subsidiary Tuike Finland Oy to suspend building work at data center projects in Muhos and Kajaani until environmental impact assessments are completed. The suspension covers tree removal, excavation, quarrying, and road construction, with a halt required by Oct. 23. Google said it acted in good faith under the Forestry Act and will follow the agency's guidance.
The S&P 500 closed above 7,800 for the first time, marking its first record close in nearly two months, while the Nasdaq Composite also hit a fresh all-time closing high. Chipmakers led gains, with Marvell Technology up 5.8%, Advanced Micro Devices up 3% and Broadcom up 3.7%. Investors are now watching Federal Reserve September meeting minutes and a $39 billion 10-year Treasury note auction.
Apollo Capital Management and several banks are in talks to help SpaceX finance a $40 billion purchase of Nvidia GPUs, according to a person familiar with the discussions. The deal would rely mainly on investment-grade debt, with GPUs likely serving as collateral. SpaceX raised $25 billion in bonds in mid-June, weeks after its IPO.
Microsoft is selling the Surface Laptop Ultra, which starts at $2,599 and contains an Nvidia Blackwell RTX Spark GPU, with preorders open and shipping set for Oct. 16. The 15-inch laptop weighs 4.4 pounds, supports up to 128 gigabytes of unified memory, and offers up to one petaflop of computing power. Apps can route some AI coding requests to the local GPU or to the cloud.
President Donald Trump will award medals to tech executives including Elon Musk, Michael Dell and Satya Nadella at a science summit on Thursday, CNBC confirmed. Musk, Sergey Brin, Jensen Huang and Lisa Su will receive the National Medal of Science, while Dell and Nadella will receive the National Medal of Technology and Innovation, according to the White House. Each recipient has contributed financially to Trump or Republican campaigns and causes.
CNBC's Jim Cramer said rising borrowing costs are dividing the stock market, with AI businesses largely insulated while rate-sensitive sectors face pressure. He cited data center builders, semiconductor firms, power providers and cybersecurity companies as far less constrained, since lenders remain eager to finance AI growth. Wednesday's $39 billion 10-year Treasury auction drew strong demand, though the 10-year yield briefly hit 5.365%, its highest since April 2002.
Australia's privacy commissioner has opened an investigation into Shenzhen Qingcheng, the China-based software company behind the HeyCyan app in Kmart's $89 Anko-branded smartglasses, after it failed to respond to inquiries.
Research firm New Constructs values Anthropic at $150 billion and calls its planned Nasdaq IPO, targeting a $2 trillion market cap, the most ridiculous offering of 2026. It cites reported 2025 revenue of $4.6 billion and a net loss of $42 billion from a leaked prospectus, and argues open-source competition makes Anthropic's business unviable. Anthropic did not respond to a request for comment.
IMF Managing Director Kristalina Georgieva urged governments in big economies to tighten budgets as soaring bond yields raise borrowing costs. She said global debt-to-GDP ratios are at their highest since the Second World War and on course to reach 100% in coming years. She added that growth alone cannot ease the burden, and that central banks may need a prudently hawkish stance.
Samsung Electronics projected third-quarter preliminary operating profit of 107.40 trillion won ($80.2 billion), topping 100 trillion won for the first time as AI demand fuels its chips business. The forecast is up 782% from a year earlier, on revenue of about 195 trillion won, up nearly 127%. Samsung shares fell 0.7% Thursday morning, and full third-quarter earnings are expected later this month.