Meta has quietly launched the AI outfit app Style Sketch, which can link to Instagram to generate a virtual wardrobe based on photos users have posted, and also supports manually adding clothing by taking photos, recording short videos, or uploading album images. The app is already available in Indonesia, Singapore, and Thailand, supports iOS and Android, and users can also try on outfits on realistic virtual models matched to their body shape and skin tone.
On October 29, at the Android Dev Summit 2026, Google announced that multiple core Android XR development tools have entered the stable phase, with the 1.0 stable versions of Jetpack SceneCore, ARCore for Jetpack XR, and XR Runtime released on October 21. On the same day, XREAL AURA, a wired XR glasses product developed in collaboration between Google and XREAL, was officially released, featuring a 70-degree field of view and a glasses body weighing less than 95 grams, with a limited-time launch price starting at $1,099; it is now open for pre-order in the United States, Canada, and South Korea, with shipments expected in mid-November. The article also outlines the expansion of the Android XR hardware lineup since its announcement in December 2024, as well as Gemini as a unified AI entry point spanning headsets and smart glasses.
On October 29, at the Android Dev Summit 2026, Google announced that multiple core Android XR development tools have entered the stable phase, with the 1.0 stable versions of Jetpack SceneCore, ARCore for Jetpack XR, and XR Runtime released on October 21. On the same day, XREAL AURA, a wired XR glasses product developed in collaboration between Google and XREAL, was officially released, featuring a 70-degree field of view and a glasses body weighing less than 95 grams, with a limited-time launch
On October 29, Akamai released beta versions of two products, Akamai Inference and Akamai Agent Sandbox, allowing users to run AI models on Akamai Cloud and securely execute code generated by AI agents. Akamai Inference supports 12 open-weight models, including OpenAI's gpt-oss-120b, Google's Gemma 4, and Nvidia's Nemotron 3 Ultra, and provides an OpenAI-compatible API. Agent Sandbox is based on WebAssembly isolation technology and restricts code access to computing resources, network connections, and system functions.
On October 29, Akamai released beta versions of two products, Akamai Inference and Akamai Agent Sandbox, allowing users to run AI models on Akamai Cloud and securely execute code generated by AI agents. Akamai Inference supports 12 open-weight models, including OpenAI's gpt-oss-120b, Google's Gemma 4, and Nvidia's Nemotron 3 Ultra, and provides an OpenAI-compatible API. Agent Sandbox is based on WebAssembly isolation technology and restricts code access to computing resources, network connection
On October 28 local time in the US, XREAL opened overseas orders for the XREAL AURA, the world's first Android XR wired glasses, at a limited-time starting price of $1,099, with the first batch expected to ship in mid-November. Tencent and Visa signed a memorandum of cooperation, planning to deepen collaboration in areas such as cross-border payments, cross-border remittances, enterprise-grade AI, and AI agent commerce. Tencent also released Buddy One, a cross-application AI collaboration system that integrates products including WorkBuddy, Tencent Docs, and Tencent Meeting, with VIP membership at 700 yuan per month on a continuous subscription basis.
On October 28 local time in the US, XREAL opened overseas orders for the XREAL AURA, the world's first Android XR wired glasses, at a limited-time starting price of $1,099, with the first batch expected to ship in mid-November. Tencent and Visa signed a memorandum of cooperation, planning to deepen collaboration in areas such as cross-border payments, cross-border remittances, enterprise-grade AI, and AI agent commerce. Tencent also released Buddy One, a cross-application AI collaboration system
Ant inclusionAI has launched the UBTree project page on GitHub, introducing a speculative decoding method that uses Unigram and Bigram models for parallel tree drafting (arXiv:2609.39972). The page includes demo videos of Ling3 Tiny and Flash, comparing four methods—AR, DFlash, DSpark, and UBTree—under the same target model; the videos are 1440×760, 20 FPS, at 0.25× playback speed. The figures and table numbers are all driven by static/js/data.js.
Ant inclusionAI has released the ZwZ model family (4/7/8B) accompanying its ICML 2026 paper, achieving SOTA on multimodal perception benchmarks among open-source models, while requiring only a single forward inference pass and no tool calls at inference time. The method is Region-to-Image Distillation (R2I), which distills high-quality VQA supervision generated from enlarged local regions back into the full image, with 37K training samples. It also introduces ZoomBench, containing 845 VQA items covering 6 fine-grained perception dimensions, on which Qwen2.5-VL-7B achieves only 42.5% average accuracy.
on multimodal perception benchmarks among open-source models, while requiring only a single forward inference pass and no tool calls at inference time. The method is Region-to-Image Distillation (R2I), which distills high-quality VQA supervision generated from enlarged local regions back into the full image, with 37K training samples. It also introduces ZoomBench, containing 845 VQA items covering 6 fine-grained perception dimensions, on which Qwen2.5-VL-7B achieves only 42.5% average accuracy.
Ant Group's GuangJian team has open-sourced DefakerOne2 on GitHub, a 2B-parameter unified visual forensics model built on the Qwen3.5-2B multimodal backbone, covering AI-generated content, DeepFake faces, document tampering, natural image tampering, face and ID anti-counterfeiting, and AI-generated video detection. The model was trained on approximately 50 million samples, employs a three-stage Tide-Style Tuning process from LoRA to full parameters and back to LoRA, and uses entropy-based test-time routing to select between the video and frame pathways. The team claims that it achieves SOTA on 40 of 53 detection benchmarks and on 11 of 14 localization benchmarks, and that the weights and the RRVBench benchmark have been released on ModelScope.
Ant Group's GuangJian team has open-sourced DefakerOne2 on GitHub, a 2B-parameter unified visual forensics model built on the Qwen3.5-2B multimodal backbone, covering AI-generated content, DeepFake faces, document tampering, natural image tampering, face and ID anti-counterfeiting, and AI-generated video detection. The model was trained on approximately 50 million samples, employs a three-stage Tide-Style Tuning process from LoRA to full parameters and back to LoRA, and uses entropy-based test-t
DeepLearning.AI has launched a new Context Engineering course, taught by Chroma CEO Jeff Huber and CMPND CEO Drew Breunig, framing context engineering as the main thread for keeping Agents reliable and token-efficient in complex multi-step tasks. The course builds a harness from scratch in Python and uses traces and evals to quantify each change, covering three capabilities—Agentic Search, Context Management, and Agentic Memory—across four modules, with labs mostly consisting of about 1-hour coding exercises. The course assumes intermediate Python, familiarity with LLM applications and tool calling, and basic retrieval.
DeepLearning.AI has launched a new Context Engineering course, taught by Chroma CEO Jeff Huber and CMPND CEO Drew Breunig, framing context engineering as the main thread for keeping Agents reliable and token-efficient in complex multi-step tasks. The course builds a harness from scratch in Python and uses traces and evals to quantify each change, covering three capabilities—Agentic Search, Context Management, and Agentic Memory—across four modules, with labs mostly consisting of about 1-hour cod
In a Toronto podcast, Shopify CEO Tobi Lütke explained why Amazon banned Meta's Muse while Shopify chose to embrace it, and discussed how e-commerce and advertising will change once AI agents shop on users' behalf. He also talked about how agentic commerce makes money, who pays for purchases made by agents, and converting his own wine cellar into a GPU server rack to run a personal AI agent fully deployed at home.
Grok officially announced that text API requests can now include a `guidelines` parameter to further control how the Grok API handles specific content categories. When generating responses, Grok will follow these guidelines using its own wording, and this feature is available to all API customers.
Grok officially announced that text API requests can now include a guidelines parameter to further control how the Grok API handles specific content categories. When generating responses, Grok will follow these guidelines using its own wording, and this feature is available to all API customers.
Tom Giardino of Valve's Steam business team advised indie developers at a Korean developer event to build a loyal community and continuously update their games to fend off AI-generated clones. He said cloning is not a new phenomenon and that AI has merely accelerated it, and mentioned that some developers have received extortion emails demanding payment or their games would be replicated by AI; Valve said it will follow up on reported cases. Marc Wilkinson of the Steam business team also explained that Demo showcases during the first two days of Next Fest are nearly random, and that personalized recommendations only take effect afterward.
Tom Giardino of Valve's Steam business team advised indie developers at a Korean developer event to build a loyal community and continuously update their games to fend off AI-generated clones. He said cloning is not a new phenomenon and that AI has merely accelerated it, and mentioned that some developers have received extortion emails demanding payment or their games would be replicated by AI; Valve said it will follow up on reported cases. Marc Wilkinson of the Steam business team also explain
The Modern Enterprise Readiness Study by Dell Technologies and Vanson Bourne shows that 67% of Indian organizations believe their existing data center environments are not yet capable of supporting AI workloads at production scale. Vishal Kappanna, Engineering Director at Tesco Technology, points out that the biggest obstacle to moving AI agents from pilot to production is often not the model itself, but integration with fragmented enterprise data, legacy applications, security controls, and business processes. Premalakshmi PR, Managing Director of NetApp India and SAARC, also believes that the biggest challenge often lies in data rather than models, with data scattered across on-premises, cloud, and edge environments.
le. Vishal Kappanna, Engineering Director at Tesco Technology, points out that the biggest obstacle to moving AI agents from pilot to production is often not the model itself, but integration with fragmented enterprise data, legacy applications, security controls, and business processes. Premalakshmi PR, Managing Director of NetApp India and SAARC, also believes that the biggest challenge often lies in data rather than models, with data scattered across on-premises, cloud, and edge environments.
Apple has released its first 14-inch and 16-inch MacBook Pro models with touchscreen support, powered by M5 Pro and M5 Max chips, starting at $2,899 (22999 yuan in mainland China), on sale November 6. Huawei launched the Pura 90 Plus, the first device to feature the Kirin 9025 chip, along with the Enjoy 100 series; Microsoft introduced the MAI-Image-2.7-Preview model focused on image editing, ranking second on the AA-Image-Editing v2.1 leaderboard with 1193 Elo.
a16z's survey of 100 CISOs at companies with more than 1,000 employees shows that 87% expect cybersecurity spending to increase, driven mainly by AI-related threats and the expanded attack surface from enterprises' own AI deployments. All seven of the most-watched security initiatives for 2027 are AI-related; SOC automation received the most first-priority votes, but only 18% have put AI SOC tools into production. 45% plan to make new purchases or upgrades within 12 months for internal AI agent security, and 42% plan to procure offensive security capabilities.
a16z's survey of 100 CISOs at companies with more than 1,000 employees shows that 87% expect cybersecurity spending to increase, driven mainly by AI-related threats and the expanded attack surface from enterprises' own AI deployments. All seven of the most-watched security initiatives for 2027 are AI-related; SOC automation received the most first-priority votes, but only 18% have put AI SOC tools into production. 45% plan to make new purchases or upgrades within 12 months for internal AI agent
At the Android Dev Summit, Google launched the Bring Your Own Agent feature for Android Studio Rabbit 2. Through the open Agent Client Protocol, developers can run more than 40 coding agents simultaneously within the IDE, including Claude Agent, Codex, and Google Antigravity, with direct access to project structure, the emulator, and Logcat. Google says that in internal tests, after agents rendered Compose previews in the terminal, they completed UI tasks 77% faster and cut token usage to as little as one-third; in an A/B test using Claude Opus 5.5, the CLI with built-in LeakCanary found and fixed memory leaks nearly twice as fast, with about 25% fewer tokens. On the on-device side, Google added an Agentic API alpha powered by Gemini Nano 4 to ML Kit, and launched the MCP-based AppFunctions API beta and the Agent-to-UI interface; it also partnered with XREAL to release the Android XR smart glasses XREAL AURA, priced at $1,099 and shipping in mid-November.
At the Android Dev Summit, Google launched the Bring Your Own Agent feature for Android Studio Rabbit 2. Through the open Agent Client Protocol, developers can run more than 40 coding agents simultaneously within the IDE, including Claude Agent, Codex, and Google Antigravity, with direct access to project structure, the emulator, and Logcat. Google says that in internal tests, after agents rendered Compose previews in the terminal, they completed UI tasks 77% faster and cut token usage to as lit
The PyTorch Foundation has released PyTorch 2.15. All process groups using nccl now default to the rewritten NCCL backend, accompanied by a flight recorder that dumps on-site information when collective communication hangs, and can be reverted via TORCH_DIST_USE_NCCL2=0 or nccl-legacy. This version also adds float8_e4m3fn and _scaled_mm support for Apple Silicon, and the new grouped_mm improves MoE decoding throughput by 1.32–1.34x on M3 Ultra. The default wheel is upgraded to CUDA 13.2, while a CUDA 13.4 wheel is also provided with experimental support for NVIDIA Rubin GPUs; a ROCm 10.0 wheel is newly added, and Python 3.10 and macOS 14 are no longer supported.
The PyTorch Foundation has released PyTorch 2.15. All process groups using nccl now default to the rewritten NCCL backend, accompanied by a flight recorder that dumps on-site information when collective communication hangs, and can be reverted via TORCH DIST USE NCCL2=0 or nccl-legacy. This version also adds float8 e4m3fn and scaled mm support for Apple Silicon, and the new grouped mm improves MoE decoding throughput by 1.32–1.34x on M3 Ultra. The default wheel is upgraded to CUDA 13.2, while a
Google DeepMind has released Gemini 4 Carbon, which ranks first on the Artificial Analysis Intelligence Index v5 with a score of 59 and leads in 4 of 9 evaluations including HLE-Diamond and TB-Science. The model focuses on cybersecurity and long-horizon tasks, claiming 88.2% on SEC-bench Pro, 54.8% on ExploitGym, and 71.0% on CWE-bench, and is initially available only to trusted cybersecurity personnel through the Fairwind Program. In terms of specifications, it supports a 1M token context and 1M maximum output, with input covering text, images, video, and speech, and output in text; Artificial Analysis lists a standard price of $4/$20 per million input/output tokens, plus a 50% launch discount.
Google DeepMind has released Gemini 4 Carbon, which ranks first on the Artificial Analysis Intelligence Index v5 with a score of 59 and leads in 4 of 9 evaluations including HLE-Diamond and TB-Science. The model focuses on cybersecurity and long-horizon tasks, claiming 88.2% on SEC-bench Pro, 54.8% on ExploitGym, and 71.0% on CWE-bench, and is initially available only to trusted cybersecurity personnel through the Fairwind Program. In terms of specifications, it supports a 1M token context and 1
Akamai has released two services, Akamai Inference and Akamai Agent Sandbox: the former provides 12 open-weight models via an OpenAI-compatible API, with parameter counts ranging from 8B to 2.8T, including NVIDIA Nemotron 3 Ultra, OpenAI gpt-oss-120b, and Google Gemma 4; the latter runs code generated by AI agents in isolation based on WebAssembly, and is released as an open-source component of the Spin framework. Akamai has also expanded its NVIDIA Blackwell Ultra GPU clusters, with each eight-GPU node equipped with 2.3 TB of HBM3e memory.
Akamai has released two services, Akamai Inference and Akamai Agent Sandbox: the former provides 12 open-weight models via an OpenAI-compatible API, with parameter counts ranging from 8B to 2.8T, including NVIDIA Nemotron 3 Ultra, OpenAI gpt-oss-120b, and Google Gemma 4; the latter runs code generated by AI agents in isolation based on WebAssembly, and is released as an open-source component of the Spin framework. Akamai has also expanded its NVIDIA Blackwell Ultra GPU clusters, with each eight-
OWASP ranks the failure to decommission non-human identities as the top risk in its 2025 Top 10, and AWS IAM user access keys do not expire automatically—forgotten keys remain valid until someone manually disables or deletes them. The article presents a three-step governance plan: use CloudQuery queries to find keys that have been unused for more than 90 days and are still active, use OPA policies to block the creation of long-term credentials during the Terraform/OpenTofu plan phase, and set a finite lifecycle for each key.
OWASP ranks the failure to decommission non-human identities as the top risk in its 2025 Top 10, and AWS IAM user access keys do not expire automatically—forgotten keys remain valid until someone manually disables or deletes them. The article presents a three-step governance plan: use CloudQuery queries to find keys that have been unused for more than 90 days and are still active, use OPA policies to block the creation of long-term credentials during the Terraform/OpenTofu plan phase, and set a
Anthropic hiring manager Felix Reiseberg announced that the company will no longer use traditional coding interviews to evaluate candidates, citing the fact that Claude is already stronger than humans at both React challenges and assembly problems, and that truly impactful builders do not win through such tests. He advises junior engineers to pick an idea that can drive business impact, build a working prototype over the weekend, focus on just one good idea, and leverage their fresh perspective on users. On the same day, Google DeepMind released the Genie 4 world model, and Claude Opus 5.5 (58 points) topped the Artificial Analysis Intelligence Index v5.
Claude is already stronger than humans at both React challenges and assembly problems, and that truly impactful builders do not win through such tests. He advises junior engineers to pick an idea that can drive business impact, build a working prototype over the weekend, focus on just one good idea, and leverage their fresh perspective on users. On the same day, Google DeepMind released the Genie 4 world model, and Claude Opus 5.5 (58 points) topped the Artificial Analysis Intelligence Index v5.
