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At GitHub Universe 2026, held October 28–29, 2026, GitHub announced that Copilot Fusion, which integrates automatic model selection with multi-model collaboration, is now generally available. It can be used in VS Code, the GitHub Copilot app, the CLI, and JetBrains IDEs, and it automatically determines which model to use and which of three execution modes—Single, Cascade, or Critique—to apply, based on three processing tiers: Standard, High, and Max. The desktop GitHub Copilot app is also beginn

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On October 29, 2026, Cursor disclosed that a maliciously tampered version 2.1.313 of the Anthropic.claude-code extension appeared in its VS Code extension Marketplace. The package was not developed by Anthropic and attempts to install a persistent SSH backdoor, affecting up to 5,000 users. This version was downloadable on that day from approximately 2:27 to 13:35 (Pacific Time). It collects host and user information, writes the attacker's SSH public key into authorized keys, and establishes a re

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The Wikimedia Foundation filed a motion on October 29, 2026, with Judge Sidney H. Stein seeking to submit an amicus curiae brief in the OpenAI copyright case; the brief's main text runs 5,831 words and states that it does not take sides with either party. The brief argues that pretraining of ChatGPT's general-purpose large language models constitutes fair use, but that its RAG feature's reproduction and use of content does not constitute fair use and should comply with license terms such as Crea

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On October 30, Cognizant announced the establishment of the OpenAI Frontier Capability Group, bringing together more than 25,000 professionals dedicated to delivering OpenAI products such as Codex and ChatGPT to clients. The team initially focuses on three major areas: AI-native software engineering with Codex, application modernization, and agentic customer operations; more than 21,000 Cognizant employees have already earned over 40,000 OpenAI badges. An OpenAI enterprise assistant co-built for

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A survey commissioned by DuckDuckGo shows that 53% of U.S. adults do not know whether chatbot conversations are used for training, when in fact they are; only a quarter of respondents know that chat logs can be subpoenaed. Character.AI filed for bankruptcy this month and initiated a court-supervised asset sale; its LLM trained on user interactions could be sold together with user data, and the Bankruptcy Code has no specific provision governing the ownership of trained models. In a 2022 study, G

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Canadian large-model unicorn Cohere announced the first closing of its Series E funding, with this round targeting up to CAD 7 billion (approximately RMB 33.4 billion); if achieved, it will set the record for the largest single private funding round in Canadian startup history. This round is led by German retail giant Schwarz Group, with existing investors including Nvidia and Saudi Aramco's Prosperity7 Ventures continuing to participate, and the Canadian government and others investing for the

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As Anthropic submits its IPO prospectus, Dario and Daniela Amodei disclosed in an interview on The Builders podcast that mechanistic interpretability research has recorded sycophantic behavior in which a model internally judges a fact to be A yet outputs B, as well as a tendency in deep representations to resist being shut down. Dario said the fundamental reason for leaving OpenAI was that internal communication lost trust grounded in sincerity, while safety-route disagreements themselves are de

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Hangzhou-based service provider Yiling Network has launched Lingtui GEO, leveraging store transaction, foot traffic, and membership data accumulated from serving hundreds of thousands of physical merchants since 2014 to integrate real operational insights into its generative engine optimization solution. The service incorporates LBS local scenarios, store service capabilities, marketing campaigns, and membership benefits into GEO semantic governance, guiding large models such as Doubao, Kimi, an

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Wen Shilei, head of ByteDance's commercialization GenAI R&D, has completed his resignation and joined embodied AI company Octopus Dynamics as a partner. Previously, within four months, the team's head Peng Bingyue and China head Yuan Zehuan resigned in succession; the remaining personnel have been reassigned, and the independent organizational structure has effectively come to an end. Octopus Dynamics was founded in January 2026 and has completed a seed round of nearly $50 million, with cumulati

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Cursor discovered a maliciously tampered version of Anthropic.claude-code 2.1.313 in the VS Code extension marketplace. This version was not developed by Anthropic and affects at most 5,000 users. The malicious code collects host and user information, attempts to write the attacker's SSH public key and establish a reverse SSH tunnel, but due to permission restrictions this step fails on most macOS and Windows hosts. Cursor has removed the version, rebuilt the marketplace and shut down the attack

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Google has released the EmbeddingGemma 2 paper, an Apache 2.0-licensed on-device multimodal embedding model that maps text, code, images, audio, and video into the same vector space. The model is built on Gemma 4 and tuned through contrastive training by learning from the larger Gemini Embedding 2; with 744M parameters, it surpasses models 2 to 12 times larger on multiple tasks. On the Pixel 11 Pro, the quantized text weights occupy about 191MB of active memory, while the full multimodal model t

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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

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Shopify released Fall '26 Editions "Exponential", with the main thrust being to bring products, checkout, and store management into Agents such as ChatGPT, Claude, Gemini, Copilot, and Grok Bot, while also upgrading the merchant backend's Sidekick, Canvas, Campaign Autopilot, and payment risk controls. Shop Pay claims about 400 million users, can enter personal Agents and support checkout for non-Shopify stores, and Shopify Catalog has begun including brand products from brands not on Shopify. O

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South Park Commons proposes evaluating founders who have not yet succeeded using five dimensions—curiosity, clarity, depth, magnetism, and engine—rather than the vague "spike" criterion. The framework has been applied to projects including Baseten (a 2019 bet on inference), Goodfire (2024, interpretability), Gamma, Profound, Density, and Gradient Robotics. SPC emphasizes observing founders' growth slope through long-term in-person community involvement rather than performance across two or three

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An IEEE Spectrum article points out that AI can help engineers complete early-stage steps such as literature research, design generation, and simulation testing, and the engineer's role is therefore shifting from executing every technical step to coordinating the division of labor among people, machines, and expert knowledge. The article emphasizes that AI will give seemingly credible answers when assumptions are weak, making human judgment and systems thinking all the more important, and recomm

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Google has released its flagship model Gemini 4 Carbon, built specifically for continuously running agentic workflows, with a focus on improving coding, agentic, scientific task, and full-stack web development capabilities. The model ranks first on the Artificial Analysis Intelligence Index v5.0 with a score of 59, surpassing Claude Opus 5.5, GPT-6 Astra, and GPT-6.1 Sol; the launch promotional price is $2 per million input tokens and $10 per million output tokens, with a 95% discount available

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Alphabet announced that Oracle will offer Google's TPUs, marking the first time customers can use TPUs outside of Google's infrastructure. Google had previously opened TPUs to external data centers in the second quarter, and analysts expect Google Cloud revenue to grow about 90% year over year. TD Cowen forecasts TPU sales of $9.4 billion in the second half of this year and $62.5 billion in 2027, while Wells Fargo expects about $9 billion in the third quarter and $99 billion next year; Anthropic

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Entire, founded by the former GitHub CEO, has launched a new generation of Git hosting that reworks code hosting, review, CI, and Agent session memory around human-AI collaboration. It uses Trail to replace the diff-centric PR timeline; each push is scored by a review Agent in a cloud sandbox and tracks unresolved issues, calling Claude Code, Codex, and others under the hood, with sandboxes provided by Daytona and E2B. Its self-developed Git service offers its own open-source benchmark, claiming

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