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Thinking Machines releases Inkling 2 Small, which scores 31 on the Artificial Analysis Intelligence Index v5.0.1, 18 points higher than Inkling Small and on par with Gemini 3.8 Flash (high). The model is currently proprietary, offered through the Tinker platform and Tinker Playground, with plans to later open its weights under the Apache 2.0 license. The model has 594B total parameters and 17B activated parameters, supports text and image input, and is priced at $0.30/$1.00 per 1M input/output tokens.
Thinking Machines releases Inkling 2 Small, which scores 31 on the Artificial Analysis Intelligence Index v5.0.1, 18 points higher than Inkling Small and on par with Gemini 3.8 Flash (high). The model is currently proprietary, offered through the Tinker platform and Tinker Playground, with plans to later open its weights under the Apache 2.0 license. The model has 594B total parameters and 17B activated parameters, supports text and image input, and is priced at $0.30/$1.00 per 1M input/output t
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Waymo has published its winter weather response plan for the sixth-generation Waymo Driver: cameras, radar, and lidar serve as redundant backups for one another, the sensors have built-in heaters and miniature wipers, and the vehicle measures changes in grip at each wheel in real time and automatically adjusts steering, braking, and acceleration. When forecasts or real-time weather exceed the validated boundaries of the Safety Framework, Waymo will proactively shrink its service area or even suspend service, and a suspension may last from several hours to several days. Waymo has accumulated tens of thousands of miles of real-world road testing in upstate New York, the Upper Peninsula of Michigan, and the Sierra Nevada, and this season it will conduct closed-course evaluations and heavy-snow data collection in Alaska.
Waymo has published its winter weather response plan for the sixth-generation Waymo Driver: cameras, radar, and lidar serve as redundant backups for one another, the sensors have built-in heaters and miniature wipers, and the vehicle measures changes in grip at each wheel in real time and automatically adjusts steering, braking, and acceleration. When forecasts or real-time weather exceed the validated boundaries of the Safety Framework, Waymo will proactively shrink its service area or even sus
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Code investigator pdfu found in the iOS 27.3 beta that the HomeView software used to display iPhone/iPad apps has added a "Conversational Apps" category, along with preparations for bidirectional audio routing, session management, and interruption handling, but it is not yet fully connected, and Apple has not announced support for chatbots such as ChatGPT and Claude. HomeView also has built-in anti-deception protection: after three deception attempts on the same profile, iPhone authentication is required to view personal data, and this feature is already enabled in the HomeView 27.2 software. HomeView will go on sale on November 13, priced at $299, in desktop and wall-mounted versions.
Code investigator pdfu found in the iOS 27.3 beta that the HomeView software used to display iPhone/iPad apps has added a "Conversational Apps" category, along with preparations for bidirectional audio routing, session management, and interruption handling, but it is not yet fully connected, and Apple has not announced support for chatbots such as ChatGPT and Claude. HomeView also has built-in anti-deception protection: after three deception attempts on the same profile, iPhone authentication is
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NVIDIA has released the AI Factory Operations Agent, which collaborates through multiple domain sub-agents to locate root causes across the compute, network, hardware, and scheduling layers, and provides recommendations through a chat interface for its own DGX SuperPOD operations. The framework is built on the NVIDIA NemoClaw blueprint and OpenShell, is fully locally deployed, uses the local open-source NVIDIA Nemotron model for inference, and runs on DGX H100, DGX B200, and DGX GB300 production clusters. The framework includes sub-agents such as Job Recovery, Hardware, Observability, Research, Kubernetes, and Cluster Management, and integrates MCP tools such as web search, code execution, and Grafana dashboards. Developer examples and open-source code are now available.

NVIDIA has released the AI Factory Operations Agent, which collaborates through multiple domain sub-agents to locate root causes across the compute, network, hardware, and scheduling layers, and provides recommendations through a chat interface for its own DGX SuperPOD operations. The framework is built on the NVIDIA NemoClaw blueprint and OpenShell, is fully locally deployed, uses the local open-source NVIDIA Nemotron model for inference, and runs on DGX H100, DGX B200, and DGX GB300 production
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Oracle Executive Vice President Juan Loaiza said at Oracle AI World that the company obtained early access to the Mythos model in March of this year and used it to scan its own code, discovering a large number of serious security vulnerabilities. The fixes were subsequently included in quarterly patches, and one quarterly security update this year fixed more than 1,400 vulnerabilities. Oracle uses Real Application Testing to capture real workloads to validate patches, and through Deep Data Security, delivered starting in April, it passes user identities into the database as encrypted tokens, enforcing security and business rules at the data layer.
Oracle Executive Vice President Juan Loaiza said at Oracle AI World that the company obtained early access to the Mythos model in March of this year and used it to scan its own code, discovering a large number of serious security vulnerabilities. The fixes were subsequently included in quarterly patches, and one quarterly security update this year fixed more than 1,400 vulnerabilities. Oracle uses Real Application Testing to capture real workloads to validate patches, and through Deep Data Secur
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Web Answer on Amazon Bedrock AgentCore is now generally available. Agents can obtain synthesized answers with source citations in a single tool call, without having to build their own search, retrieval, synthesis, and citation extraction pipeline. It returns results as an MCP tool through AgentCore Gateway; each question triggers a fresh search and page reading to verify facts, and it searches again when evidence is insufficient. Web Search still returns ranked URLs, titles, and snippets, leaving the model and synthesis process under the user's control.

Web Answer on Amazon Bedrock AgentCore is now generally available. Agents can obtain synthesized answers with source citations in a single tool call, without having to build their own search, retrieval, synthesis, and citation extraction pipeline. It returns results as an MCP tool through AgentCore Gateway; each question triggers a fresh search and page reading to verify facts, and it searches again when evidence is insufficient. Web Search still returns ranked URLs, titles, and snippets, leavin
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World Labs has released a research preview of Frameboy, which can stream frames generated by the Atlas world model from cloud GPUs to the browser at up to 15 fps, allowing users to control the camera viewpoint in real time. Atlas is an autoregressive world model that can generate scenes from just a single input image or text description, while retaining the ability to synthesize novel views from multiple images. This real-time capability has also been integrated into the web application Viewfinder, where users can build scenes frame by frame and then explore them in real time with the Frameboy overlay; Viewfinder is currently in closed beta.
World Labs has released a research preview of Frameboy, which can stream frames generated by the Atlas world model from cloud GPUs to the browser at up to 15 fps, allowing users to control the camera viewpoint in real time. Atlas is an autoregressive world model that can generate scenes from just a single input image or text description, while retaining the ability to synthesize novel views from multiple images. This real-time capability has also been integrated into the web application Viewfind
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Claude Marketplace adds partner agents and products spanning security, development infrastructure, creativity, and productivity, bringing the total number of partner agents and products on the platform to more than 25. Eligible enterprise customers can apply a portion of their Anthropic committed spend to these solutions, sharing a single committed amount across Claude and partner products. New products include Chainguard Harness, Checkmarx One, Datadog Agent Observability, Runway, Asana AI Teammates, and Zoom Agentic Search, among others.
Claude Marketplace adds partner agents and products spanning security, development infrastructure, creativity, and productivity, bringing the total number of partner agents and products on the platform to more than 25. Eligible enterprise customers can apply a portion of their Anthropic committed spend to these solutions, sharing a single committed amount across Claude and partner products. New products include Chainguard Harness, Checkmarx One, Datadog Agent Observability, Runway, Asana AI Team
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Actor Henry Cavill used Googlebook's built-in AI tools Antigravity and Rambler to turn a spoken idea into a playable 16-bit game, "Mustache Protocol." Antigravity converts natural-language prompts into game mechanics, Rambler handles speech-to-text to organize ideas, Magic Pointer is used to select and combine visual elements, and Continue On supports seamless switching between an Android phone and Googlebook. After the game was completed and launched, for every play during November, Google will donate $11 to Movember, up to a cap of $500,000, for projects related to men's mental health, suicide prevention, prostate cancer, and testicular cancer.
Actor Henry Cavill used Googlebook's built-in AI tools Antigravity and Rambler to turn a spoken idea into a playable 16-bit game, "Mustache Protocol." Antigravity converts natural-language prompts into game mechanics, Rambler handles speech-to-text to organize ideas, Magic Pointer is used to select and combine visual elements, and Continue On supports seamless switching between an Android phone and Googlebook. After the game was completed and launched, for every play during November, Google will
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The author tested using Grok Bot with Vercel's open-source agent-desktop, which simulates real mouse and keyboard events through CGEvent injection, and can control other local Agents and CapCut to complete AI editing. He compared it with amontlabs' LCU solution: LCU uses the macOS accessibility API and can identify buttons and input fields, but the timeline drag areas of Electron self-drawn UIs like CapCut are almost invisible to the accessibility API; agent-desktop can complete the task with an 800ms slow drag. agent-desktop itself is just a CLI tool and does no reasoning, so when written as a script for replay it consumes zero credits; for the same editing task, the first run took 13 minutes and the second took 37 seconds, while LCU averaged 4 to 5 minutes; the drawback is that it requires occupying a window, and the author recommends pairing it with a Mac mini.
The author tested using Grok Bot with Vercel's open-source agent-desktop, which simulates real mouse and keyboard events through CGEvent injection, and can control other local Agents and CapCut to complete AI editing. He compared it with amontlabs' LCU solution: LCU uses the macOS accessibility API and can identify buttons and input fields, but the timeline drag areas of Electron self-drawn UIs like CapCut are almost invisible to the accessibility API; agent-desktop can complete the task with an
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QuestMobile data shows that in September 2026, Hongguo's free short drama de-duplicated user base reached 430 million, surpassing Doubao's 419 million and making it the second-largest app in the Douyin group. The lowest per-minute production cost for domestic AI animated dramas is 350 yuan, and the production cycle has been compressed from 90 days to about 10 days; overseas AI animated dramas already have more than 150 million active users. Soochow Securities believes that AI film and television has crossed the commercialization tipping point, and Guosen Securities noted that after the release of Seedance 2.0, the number of new simulated-live-action dramas added monthly on the Douyin side rose to 25,000.
QuestMobile data shows that in September 2026, Hongguo's free short drama de-duplicated user base reached 430 million, surpassing Doubao's 419 million and making it the second-largest app in the Douyin group. The lowest per-minute production cost for domestic AI animated dramas is 350 yuan, and the production cycle has been compressed from 90 days to about 10 days; overseas AI animated dramas already have more than 150 million active users. Soochow Securities believes that AI film and television
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Microsoft Research research manager Mike Walker recounts on a podcast his journey from hacker culture to next-generation cyber defense, including leading DARPA's first all-machine hacking competition, the Cyber Grand Challenge, which marks its 10th anniversary this year. He believes effective security depends on understanding trust and context, and asks whether today's cyber systems are safer than they were a decade ago.
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