The OPPO Enco X4 noise-cancelling true wireless earphones rank in the top tier for noise cancellation: deep ANC noticeably attenuates steady low-frequency noise, and the effective bandwidth reaches flagship level, putting it in the same class as the vivo TWS 5 Pro, Freebuds Pro 5, and Galaxy Buds4 Pro. It features coaxial 11mm and 6mm dual dynamic drivers with dual-DAC crossover, supports LHDC 5.0 and LHDC Lossless at up to 48kHz/24bit and a maximum bitrate of 2.3Mbps, and offers a 39ms low-latency game mode. In testing, battery life reached 14 hours 39 minutes over an AAC connection with ANC off, but with the current firmware 116.116.199 there is audible background hiss when ANC is enabled.
The OPPO Enco X4 noise-cancelling true wireless earphones rank in the top tier for noise cancellation: deep ANC noticeably attenuates steady low-frequency noise, and the effective bandwidth reaches flagship level, putting it in the same class as the vivo TWS 5 Pro, Freebuds Pro 5, and Galaxy Buds4 Pro. It features coaxial 11mm and 6mm dual dynamic drivers with dual-DAC crossover, supports LHDC 5.0 and LHDC Lossless at up to 48kHz/24bit and a maximum bitrate of 2.3Mbps, and offers a 39ms low-late
GitHub is opening Package Firewall as a public preview to Enterprise Cloud customers, checking package queries and downloads against centralized security policies; currently only npm packages are supported. Administrators can set a waiting period after a new version is released, block based on malware and vulnerability information from the GitHub Advisory Database, and prevent downloads when install scripts such as preinstall or postinstall appear for the first time in a new version or when SLSA provenance that previous versions had is missing. The firewall sits between clients and upstream package sources, so coding agents and CI/CD hosts must route their requests through the service for it to take effect; it is free during the preview, and general availability will be billed by usage. GitHub has not announced the general availability date or specific pricing.
GitHub is opening Package Firewall as a public preview to Enterprise Cloud customers, checking package queries and downloads against centralized security policies; currently only npm packages are supported. Administrators can set a waiting period after a new version is released, block based on malware and vulnerability information from the GitHub Advisory Database, and prevent downloads when install scripts such as preinstall or postinstall appear for the first time in a new version or when SLSA
Meta CEO Zuckerberg said on the October 21 earnings call that since launching on September 8, over 10 million users in the US and Canada have created Muse agents, roughly more than double Threads at its start. Muse can browse the web, send emails, and book travel on users' behalf; a quarter of users use it daily, the most common scenario is shopping, average purchase exceeds $200, first-week transaction volume exceeded expectations, and Meta had to work with Stripe to raise credit limits. Meta plans to charge merchants when Muse helps them complete sales; consumer use is free unless more tokens or more advanced models are needed; the CFO said it is working with Shopify, Walmart, and others to develop the Personal Agent Protocol.
Meta CEO Zuckerberg said on the October 21 earnings call that since launching on September 8, over 10 million users in the US and Canada have created Muse agents, roughly more than double Threads at its start. Muse can browse the web, send emails, and book travel on users' behalf; a quarter of users use it daily, the most common scenario is shopping, average purchase exceeds $200, first-week transaction volume exceeded expectations, and Meta had to work with Stripe to raise credit limits. Meta p
Cloud hosting platform Railway discovered abnormal activity on October 21 in the system storing customer environment variables, stating that an unauthorized third party may have accessed encrypted environment variables and decrypted some of them, and has advised all users to change credentials such as API keys. Railway believes the attack may be part of a recent series of attacks targeting platform companies with the aim of breaching AI inference service providers, and has notified upstream suppliers to revoke potentially leaked keys. The company also released security guidance for OpenAI, Anthropic and GitHub users, advising them to delete potentially exposed API keys, generate new keys and check usage records; on October 23 its builds and deployments had recovered, but new user registration remained suspended.
Cloud hosting platform Railway discovered abnormal activity on October 21 in the system storing customer environment variables, stating that an unauthorized third party may have accessed encrypted environment variables and decrypted some of them, and has advised all users to change credentials such as API keys. Railway believes the attack may be part of a recent series of attacks targeting platform companies with the aim of breaching AI inference service providers, and has notified upstream supp
BBC reports that hundreds to thousands of workers in India are paid to wear head-mounted cameras to record work processes such as haircuts, sewing, and housework; the videos are collected by local companies and sold to tech companies and research institutions for training physical AI that can control real-world robots. Rashdan Technologies pays 5 to 10 dollars for 8 to 10 hours of recording, and Humyn Labs has 96,000 data collectors in Latin America and Southeast Asia. TISS professor Bino Paul believes it is too early to judge whether robots will replace these workers, but calls on the government to regulate AI.
BBC reports that hundreds to thousands of workers in India are paid to wear head-mounted cameras to record work processes such as haircuts, sewing, and housework; the videos are collected by local companies and sold to tech companies and research institutions for training physical AI that can control real-world robots. Rashdan Technologies pays 5 to 10 dollars for 8 to 10 hours of recording, and Humyn Labs has 96,000 data collectors in Latin America and Southeast Asia. TISS professor Bino Paul b
The Apple Watch Ultra 4 costs £749 ($799), and its appearance is basically the same as the previous generation; the main upgrades are battery life and charging: in real-world testing, it can last up to 79 hours of daily use, and a 10W charger fills it in under 90 minutes. It is equipped with the new S11 chip, the rear sensor now measures heart rate every 5 seconds and supports daytime HRV measurement, and a new readiness recovery score app has been added. Audio intelligence features such as Siri Recap and Live Rewind will not launch until the end of 2026.
The Apple Watch Ultra 4 costs £749 ($799), and its appearance is basically the same as the previous generation; the main upgrades are battery life and charging: in real-world testing, it can last up to 79 hours of daily use, and a 10W charger fills it in under 90 minutes. It is equipped with the new S11 chip, the rear sensor now measures heart rate every 5 seconds and supports daytime HRV measurement, and a new readiness recovery score app has been added. Audio intelligence features such as Siri
The UK government will set up an AI wildfire monitoring team at the National Situation Centre (part of the Cobra briefing room) to detect and extinguish fires faster; this follows this summer setting a record high temperature, when England and Wales sent emergency alerts to mobile phones because of wildfires. The Prime Minister will also announce 45 million pounds to purchase wildfire-specific personal protective equipment for fire brigades, and invest 25 million pounds to restore dried-out peatlands in England to serve as natural firebreaks. Companies such as Google, Airbus and VodafoneThree are expected to attend the first Wildfire Resilience Summit to discuss satellite monitoring and early warning systems.
The UK government will set up an AI wildfire monitoring team at the National Situation Centre (part of the Cobra briefing room) to detect and extinguish fires faster; this follows this summer setting a record high temperature, when England and Wales sent emergency alerts to mobile phones because of wildfires. The Prime Minister will also announce 45 million pounds to purchase wildfire-specific personal protective equipment for fire brigades, and invest 25 million pounds to restore dried-out peat
Unitree Technology releases its new humanoid robot "H2-X Kung Fu Legend Guardian". Official video shows its maximum battery life is about 8 hours; it can lift the front of a car bare-handed, jump down from a 4-meter-high platform and roll to a stable stance, and kick a car door dented. The video also demonstrates scenes of pushing away a car about to hit a person and protecting its owner. Media infer that it targets fields such as emergency rescue and security protection.
The first industry standard for window-cleaning robots, QB/T 8242—2026, was publicized on October 13, 2026, and will take effect on December 1, led by the China Household Electric Appliance Research Institute, with Ecovacs participating in drafting. The standard sets overall cleanliness of no less than 70%, edge and corner cleanliness of no less than 65%, and operational durability of no less than 200 hours. IDC data shows that in the second quarter of 2026, global window-cleaning robot shipments were about 847,000 units, a year-on-year increase of 59.8%.
The first industry standard for window-cleaning robots, QB/T 8242—2026, was publicized on October 13, 2026, and will take effect on December 1, led by the China Household Electric Appliance Research Institute, with Ecovacs participating in drafting. The standard sets overall cleanliness of no less than 70%, edge and corner cleanliness of no less than 65%, and operational durability of no less than 200 hours. IDC data shows that in the second quarter of 2026, global window-cleaning robot shipment
OpenAI Codex has released version 0.164.0, adding ten numbered /presets slots for saving reusable prompts and slash commands, and supporting inline /model and /permissions parameters to directly set the model, reasoning effort, speed, and permission configuration. This version also supports enterprise MCP connection authentication, credential masking for remote Bash and Zsh sessions, and enables the Amazon Bedrock setup wizard by default.
Mifeng Technology, together with nearly 20 institutions including Hugging Face, NVIDIA, and Tsinghua University, jointly launched the embodied evaluation platform RoboColiseum, and announced this round's results on October 20: Claude Opus 5.5 ranked first overall among the four flagship models, followed closely by GPT-6 Astra. GPT-6 Astra scored 99.35 on instruction following, while Opus 5.5 performed better on spatial understanding and general manipulation and consumed the fewest tokens. The platform contains 78 simulated evaluation tasks, with a simulation-to-real-world correlation of 89.5%, and since launching in August, more than 100 teams have participated.
Mifeng Technology, together with nearly 20 institutions including Hugging Face, NVIDIA, and Tsinghua University, jointly launched the embodied evaluation platform RoboColiseum, and announced this round's results on October 20: Claude Opus 5.5 ranked first overall among the four flagship models, followed closely by GPT-6 Astra. GPT-6 Astra scored 99.35 on instruction following, while Opus 5.5 performed better on spatial understanding and general manipulation and consumed the fewest tokens. The pl
Bijona Troqe's doctoral thesis at Linköping University studies joint human-AI decision-making and finds that the roles of humans and AI are not fixed but vary with context, available information, and risk level. Based on three scenarios of personalized medicine in Sweden—AI-assisted breast cancer screening, personalized drug development, and data-driven healthcare—the research points out that AI, by ranking information, identifying patterns, and generating risk scores, influences what people focus on before the final choice is made. She recommends that organizations first clarify the decisions to be improved and the problems to be solved, rather than starting from technology.
Bijona Troqe's doctoral thesis at Linköping University studies joint human-AI decision-making and finds that the roles of humans and AI are not fixed but vary with context, available information, and risk level. Based on three scenarios of personalized medicine in Sweden—AI-assisted breast cancer screening, personalized drug development, and data-driven healthcare—the research points out that AI, by ranking information, identifying patterns, and generating risk scores, influences what people foc
For the eMudhra, Node.js, PHP, LiteLLM and Linux kernel vulnerabilities disclosed this week, Replit has blocked exploitation attempts at the firewall layer and automatically removed the affected eMudhra CA for 95% of published apps. Node.js and PHP apps need to be republished to use the patched runtime, and Python apps also need to be republished to incorporate toolchain updates; all malicious package installation attempts against LiteLLM were blocked by Socket Firewall, while the Linux kernel vulnerability is inherently blocked by its microVM architecture.
For the eMudhra, Node.js, PHP, LiteLLM and Linux kernel vulnerabilities disclosed this week, Replit has blocked exploitation attempts at the firewall layer and automatically removed the affected eMudhra CA for 95% of published apps. Node.js and PHP apps need to be republished to use the patched runtime, and Python apps also need to be republished to incorporate toolchain updates; all malicious package installation attempts against LiteLLM were blocked by Socket Firewall, while the Linux kernel v
In a new paper in Past and Present, Benjamin Lindquist, Assistant Professor in MIT's History Department, points out that mid-20th-century engineers deliberately injected randomness into algorithms in order to imitate human creativity, and that this was also an early source of AI hallucinations. He says early researchers valued neural networks precisely because they occasionally gave answers that deviated from expectations, whereas today OpenAI, Anthropic, and others suppress this "weirdness" for legal and commercial reasons, and that there is an unavoidable trade-off between creativity and predictability.
In a new paper in Past and Present, Benjamin Lindquist, Assistant Professor in MIT's History Department, points out that mid-20th-century engineers deliberately injected randomness into algorithms in order to imitate human creativity, and that this was also an early source of AI hallucinations. He says early researchers valued neural networks precisely because they occasionally gave answers that deviated from expectations, whereas today OpenAI, Anthropic, and others suppress this "weirdness" for
In an October 22 research note, TS Lombard Chief Macro Strategist Dario Perkins projected that the AI capital expenditure boom could end in early 2028, with the S&P 500 falling 30%, tech stocks plunging 40%, and about $20 trillion in market value evaporating. The report argues that current AI revenue growth mainly comes from the capital expenditure cycle among tech giants and debt financing, and lists six chain-reaction triggers: revenue falling short of expectations, rising credit risk, depreciation pressure, an IPO wave, the semiconductor cycle, and regulatory and safety concerns. The report estimates that U.S. GDP would fall by about 2 percentage points and about 800,000 data center-related jobs would be lost, but private-sector balance sheets are healthy and the Federal Reserve has ample room to cut rates, making the recession closer to those of 1990 or 2001 than to 2008.
In an October 22 research note, TS Lombard Chief Macro Strategist Dario Perkins projected that the AI capital expenditure boom could end in early 2028, with the S&P 500 falling 30%, tech stocks plunging 40%, and about $20 trillion in market value evaporating. The report argues that current AI revenue growth mainly comes from the capital expenditure cycle among tech giants and debt financing, and lists six chain-reaction triggers: revenue falling short of expectations, rising credit risk, depreci
Kazakhstan is moving from AI infrastructure planning to deployment. Firebird has obtained a US export license and will deploy 45,000 NVIDIA Grace Blackwell GPUs in Kazakhstan, with the first phase to be built with Kazakhtelecom at Data Center Valley, targeting commercial service in Q3 2027. Kazakhtelecom has already deployed 400 NVIDIA H200 and 480 NVIDIA B300 GPUs in Astana and Almaty, and next year plans to deploy more than 1,000 additional GPUs at Data Center Valley, as well as more than 1,000 NVIDIA Vera Rubin GPUs in Ekibastuz. NVIDIA CEO Jensen Huang visited Astana and announced an investment in Kazakhstan-founded Higgsfield AI.
Kazakhstan is moving from AI infrastructure planning to deployment. Firebird has obtained a US export license and will deploy 45,000 NVIDIA Grace Blackwell GPUs in Kazakhstan, with the first phase to be built with Kazakhtelecom at Data Center Valley, targeting commercial service in Q3 2027. Kazakhtelecom has already deployed 400 NVIDIA H200 and 480 NVIDIA B300 GPUs in Astana and Almaty, and next year plans to deploy more than 1,000 additional GPUs at Data Center Valley, as well as more than 1,00
Neuroscientist Anil Seth argues that AI may never escape the risk of infinite loops, and the root cause lies in how Turing computation and biological brains differ in their relationship to time and entropy: Turing proved in 1936 that no algorithm can determine whether an arbitrary program will halt, whereas life reduces entropy through metabolism and the free energy principle, with survival pressure serving as a selection mechanism. Digital computation concerns only state transitions and ignores the thermodynamic arrow; maintaining 0s and 1s requires error correction, which makes AI enormously energy-hungry and may cause it to terminate first because time or battery power runs out. He doubts that paths such as analog computation, dead computation, and neuromorphic computation will still find it hard to achieve biologically-style open-ended intelligence, and that the imminence of artificial general intelligence and AI consciousness looks more like a pipe dream.
Neuroscientist Anil Seth argues that AI may never escape the risk of infinite loops, and the root cause lies in how Turing computation and biological brains differ in their relationship to time and entropy: Turing proved in 1936 that no algorithm can determine whether an arbitrary program will halt, whereas life reduces entropy through metabolism and the free energy principle, with survival pressure serving as a selection mechanism. Digital computation concerns only state transitions and ignores
On October 22, Chris Dixon announced that a16z crypto is being renamed a16z Frontier; the new fund will invest in emerging technologies such as AI and robotics while continuing to invest in Crypto. Five months earlier, a spokesperson for the fund had said it was 100% focused on crypto founders. The article notes that leading crypto VCs including Paradigm, Haun Ventures, and Framework also expanded into AI, robotics, and energy during the same period, and that of the $510 billion in global venture capital in the first half of 2026, Crypto accounted for only $10.8 billion.
On October 22, Chris Dixon announced that a16z crypto is being renamed a16z Frontier; the new fund will invest in emerging technologies such as AI and robotics while continuing to invest in Crypto. Five months earlier, a spokesperson for the fund had said it was 100% focused on crypto founders. The article notes that leading crypto VCs including Paradigm, Haun Ventures, and Framework also expanded into AI, robotics, and energy during the same period, and that of the $510 billion in global ventur
The Google AI Professional Certificate consists of 8 courses of about one hour each, extending from AI fundamentals to data analysis with Gemini, Google Sheets, and Canvas, and hands-on app building in Google AI Studio. The courses center on Gemini, with each module featuring a lab project; the earlier courses end with multiple-choice quizzes, while the app development portion uses open-ended, ungraded questions. The author recommends completing the courses within the Coursera trial period to avoid extra charges.
The Google AI Professional Certificate consists of 8 courses of about one hour each, extending from AI fundamentals to data analysis with Gemini, Google Sheets, and Canvas, and hands-on app building in Google AI Studio. The courses center on Gemini, with each module featuring a lab project; the earlier courses end with multiple-choice quizzes, while the app development portion uses open-ended, ungraded questions. The author recommends completing the courses within the Coursera trial period to av
Google DeepMind published the paper "A team of Gemini 4 Argon agents beats Minecraft": four Gemini 4 Argon coding agents autonomously divided labor in a randomly generated Minecraft survival world, accumulating 605 deaths and writing 2,783 programs, defeating the Ender Dragon in 27 hours and 14 minutes. The experiment used Minecraft Java Edition 1.20.4, Easy difficulty, a random map, and no cheats; the agents read the environment via Mineflayer and wrote JavaScript to command characters, with roughly 24,000 model calls and 1.35 billion input tokens over the whole run, 91% of which came from context caching. The authors note that about 22% of game programs contained errors and the server restarted 6 times; the paper did not demonstrate stable completion through repeated tests on multiple random maps, and at discounted API prices the completion cost is estimated at about $520.
Google DeepMind published the paper "A team of Gemini 4 Argon agents beats Minecraft": four Gemini 4 Argon coding agents autonomously divided labor in a randomly generated Minecraft survival world, accumulating 605 deaths and writing 2,783 programs, defeating the Ender Dragon in 27 hours and 14 minutes. The experiment used Minecraft Java Edition 1.20.4, Easy difficulty, a random map, and no cheats; the agents read the environment via Mineflayer and wrote JavaScript to command characters, with ro
