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Oracle Launches Media Fabric AI Platform, Integrating Content Production and Streaming Distribution

At Oracle AI World, Oracle launched Oracle Media Fabric, integrating AI content production, enterprise media models, and distributed video distribution into a single platform. The platform consists of Oracle Creative Studio, Oracle AI Media Models, and Oracle Video Edge; Creative Studio is model-agnostic and can select a model for each creative task based on security, provenance, cost, and IP protection requirements. Oracle says Media Fabric is planned to be available within the next 12 months.

Apple Creator Studio update: Final Cut Pro now includes MotionVFX, Logic…

Apple has released an update for Apple Creator Studio: Final Cut Pro for Mac now includes built-in MotionVFX effects and templates, and timeline images can be edited directly in Pixelmator Pro. Logic Pro for Mac adds an intelligent assistant (beta) powered by a combination of Apple's own models and OpenAI, with Stem Splitter able to separate drum sounds; Pixelmator Pro introduces Generate Fill, which uses natural language to modify selected areas of an image. Keynote, Pages, and Numbers add an assistant (beta) that understands document context and support MCP, allowing external AI agents to read content, perform edits, and automate operations.

Apple unveils new 14-inch MacBook Pro with M6 chip

Apple unveils new 14-inch MacBook Pro with M6 chip, featuring 12-core CPU, 12-core GPU and dual 16-core Neural Engine, with battery life up to 24 hours. Compared with M5, graphics performance is up to 30% faster and on-device AI workloads such as LLM prompt processing are up to 25% faster; upgrading from M1 delivers up to 11x faster graphics and up to 13x faster AI performance. The new model comes standard with 16GB of unified memory, configurable up to 32GB, supports Wi-Fi 7 and Bluetooth 6, with pre-orders opening October 28 and availability on November 6.

15 university students share their favorite Gemini features

15 Google Student Ambassadors shared the Gemini features they use most, including Study notebooks, which turn course materials into personalized short lessons; Gemini Live, for practicing interviews by voice; Guided Learning, for guided study; and generating study guides and custom quizzes. The student plan offers unlimited uploads of class materials, study notes, and images, and Audio Overviews can turn documents and slides into podcast-style conversations, making it easy to review on the way across campus.

The AI Graveyard: A List of Projects and Startups That Didn't Survive

TechCrunch compiled a list of failed AI projects and startups: AI workflow automation tool Relay shut down completely in August, Character.ai filed for bankruptcy five years after its founding, and S&P Global data shows that about 42% of AI initiatives are ultimately abandoned by enterprises. OpenAI also stumbled repeatedly: its standalone AI browser ChatGPT Atlas was discontinued on August 9 less than a year after launch, and the video platform Sora shut down in March 2026 due to high operating costs and difficulty retaining users. Humane AI Pin ceased operations in February 2025, with most of its assets acquired by HP for $116 million.

Artefact AI Film Festival: How AI Assists Filmmaking

The Artefact AI Film Festival, organized by mk2 and Artefact in partnership with LDLC and NVIDIA, is now in its third edition, with the theme "(Dis)Connection" and a registration deadline of December 2, 2026. Submitted films may be up to 314 seconds long and must use at least one generative AI technology in each of the three stages: pre-production, shooting, and post-production; the first prize is 10,000 euros, plus a one-week 30-second screening at an mk2 cinema. NVIDIA recommends using GeForce RTX 50 series graphics cards with ComfyUI to generate images and videos locally.

Moonshot AI releases Kimi K3.1 Pro: 2.8T total parameters, 104B activated parameters, weights scheduled to be opened on November 4

Moonshot AI releases Kimi K3.1 Pro, a multimodal MoE model with 2.8T total parameters, 104B activated parameters, and a 1 million token context window. The Standard and Highspeed versions are now available on the Kimi website, App, Kimi Work, Kimi Code and API. The company says Highspeed offers 2–3x faster output at twice the price of the Standard version. Artificial Analysis ranks it fourth on the Intelligence Index with a score of 55, behind Opus 5.5's 58; on Arena's Code Arena WebDev it ranks 8th with 1692 points, up nine places from K3. Standard pricing is $2 per million tokens for input, $10 for output, and $0.2 for cached input, one-third lower than K3; the weights have not yet been released, and the company promises to open them on November 4.

NVIDIA uses AI agents to teach the Microduck robot to walk in simulation

NVIDIA demonstrated a workflow for training the Microduck robot to complete an obstacle course in simulation: Hermes and Nemotron 3.5 Bolt turn prompts into project plans on RTX Spark, Astra generates 3D assets, and the scene is built in Isaac Sim. Isaac Lab uses 4096 parallel environments to train perception and locomotion policies on an RTX PRO 6000 Blackwell Workstation Edition GPU, then returns to RTX Spark for local validation and preparation for sim-to-real transfer.

OpenAI Codex Releases Version 0.164.0

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.

MiniMax Code Desktop Launches Mini App

MiniMax has launched Mini App in local sessions of the MiniMax Code desktop app (macOS / Windows). It is a persistent application with a frontend and a Node.js backend, installed as a plugin, that can call and be called by the Agent, keeping work on a continuously alive page rather than scattered across conversations. This release includes the Mini App runtime (persistent data directory, hosted MCP, Agent API, Host Connectors, and in-page tool approval), /miniapp-creator for generating a page with a single sentence, and the official Mini Apps in the plugin marketplace and the open-source community repository MiniMax-Code-MiniApps. According to the official announcement, account credentials are kept by the host and cannot be accessed by plugins or pages, and content passed from a page to the Agent first enters the input box for review.

Inception Releases Diffusion Language Model Mercury 3, Claiming Speeds Four to Eight Times Faster Than GPT-6 Luna

Inception has released the diffusion language model Mercury 3, claiming it wins 8 of 12 benchmarks and runs four to eight times faster than GPT-6 Luna and Claude Haiku 5.5. In Inception's own testing, Mercury 3 scored 76.84 on IFBench, 15 points higher than GPT-6 Luna; it scored 51.08 on SWE-Bench Atlas, versus 33.33 and 32.26 for its competitors. Claude Haiku 5.5 led on the DeepSWE long-code test and long-text retrieval. The model generates 1,068 tokens per second on Nvidia GPUs, is priced at $0.20 per million input tokens and $0.70 per million output tokens, with a 50% discount during the launch period, and is now available on the Inception platform as well as OpenRouter, Baseten, and Vercel; there are currently no independent tests.

Simon Willison built Battle Drones, an audio-networked RTS game, with Claude Code

Simon Willison released Battle Drones, a real-time strategy game developed entirely through vibe coding with Claude Code. It went through 12 major versions and 321 commits and runs in mobile and desktop browsers. The game includes 9 building types, 7 ground vehicles, 6 air vehicles and 3 infantry units, and supports fog of war, random map generation, AI versus AI, and an Agent battle mode in which two LLMs fight each other. He also implemented a multiplayer method in which two devices synchronize game state via microphone audio, and because the audio caused headaches, he added online multiplayer based on a WebSockets relay server.

GEPI report "How AI Fails Women" examines how algorithms amplify gender bias

The Gender Equality Policy Institute (GEPI) has published a report authored by Myriam Shiran titled "How AI Fails Women: When Bias Becomes Amplified," reviewing how automated systems replicate and even amplify gender discrimination. The report cites a 2024 hiring audit involving more than 3 million simulated résumé comparisons: screening models showed a significant preference for male-associated names in 51.9% of comparisons, and for female-associated names in only 11.1%. The report also notes that simply removing gender fields is insufficient to eliminate bias, as information such as names, education, and work history still carries gender signals.

Google launches a small business hub and brand and finance tools for Gemini

Google has launched a business landing page for Gemini aimed at small business owners, where they can manage branding, finances, and customer insights, and connect Google Business Profile, Google Ads, Google Workspace, as well as third-party apps such as Adobe, Canva, Dropbox, Shopify, Wix, Zoho, and Xero. Users can define their brand style by uploading their website, brand kit, fonts, or color palettes, and with Nano Banana 2.1 generate marketing visuals with a consistent style; Gemini can also turn spreadsheets, receipts, and purchase records into financial charts and interactive models. These features will roll out gradually worldwide to all Gemini app users over the coming days.

Ethan Mollick reviews 30 months of AI development in charts

On the release day of his new book Co-Existence, Ethan Mollick used charts to review the AI progress in the 30 months since his previous book Co-Intelligence was published. He said that since GPT-4, 20 models have successively taken the top spot, and 180 models were stronger than GPT-4 at release, 19 of which can run on modern smartphones; the METR long-task benchmark showed that the amount of human work AI can complete increased from 4 minutes in 2024 to 17 hours in April 2026, and the benchmark was subsequently discontinued because it could no longer measure accurately. He proposed a third mode of collaboration beyond centaur and cyborg: conjurer, that is, summoning agents, assigning tasks, and evaluating results. The charts in this article were completed by Opus 5.5 in Claude Projects orchestrating multiple agents.

English translation is being prepared.

Ant Group's inclusionAI publishes the sglang_ling_v3 repository on GitHub

Ant Group's inclusionAI launches the sglang_ling_v3 repository on GitHub. Its contents are based on the open-source inference framework SGLang, which targets large language models, vision-language models, and diffusion models, and is optimized for agent workloads, large-scale serving, and RL rollout. The repository README shows that SGLang supports GPU, TPU, NPU, CPU, and Apple Silicon, and includes the built-in image and video generation engine SGLang Diffusion.

Amazon SageMaker JumpStart 2026 Progress Review

From January to September 2026, Amazon SageMaker JumpStart added more than 100 models from 30 providers, of which Alibaba (Qwen) contributed 29, NVIDIA 17, Mistral 7, Google 6 Gemma 4 variants, IBM 4, and Cohere 4. The new models cover multimodal, speech, image, and video generation, and introduce quantized and compact models such as GLM-5.2 FP8 and JetBrains Mellum2-12B to reduce inference costs.

English translation is being prepared.

English translation is being prepared.