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Microsoft has opened the GitHub Copilot agent harness public preview through the Foundry Agent Service in Microsoft Foundry, offering built-in sandboxes, reusable skills, MCP integration, and sub-agent support; the same harness already supports Copilot Code, Copilot Studio, GitHub Copilot, CLI, and VS Code. When creating a prompt agent, this harness must be selected and cannot be changed afterward; CPU, memory, and idle duration are controlled by Microsoft, and bring-your-own-model is not suppor

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,000 downloads; within days after the first wave of accounts was taken down, 19 new repositories appeared, and they were still online 8 days after the report. Researchers said the platform's scanning only checks for known malware and unsafe model formats, and the second wave of flagship models scanned as clean. In another report, the SolanaUpdateTools/solana-starter-kit repository on GitHub contained only a README, luring AI coding agents to execute PowerShell commands to install NetSupport RAT.

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ed 9 previously unsolved Erdős problems and tackled 44 open mathematical conjectures; OpenAI recently published 722 mathematical manuscripts generated by its internal AI models on GitHub; and 25 Fields Medalists, including Terence Tao and Deng Yu, jointly issued an open letter warning of a serious misalignment between AI and mathematics. Li Jianshu believes that AI may change the paradigm of mathematical research and points out that mathematics has done far from enough for AI; Wang Jian believes

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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

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others, bringing its total funding to $19 million. Its "software factory" workflow lets enterprises describe their requirements in natural language to build, deploy and maintain their own business applications, which can run on public clouds, in on-premises data centers or in air-gapped environments. Reflex originated from an open-source Python framework, with nearly 30,000 GitHub stars and 400,000 monthly downloads; Dell used it to build a server monitoring system for more than 6,000 employees.

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DeepSeek has open-sourced its inference engine DeepInfer on GitHub—the inference engine behind DeepSeek-V4.1-Flash—which includes technologies such as MoE expert parallelism, asynchronous batch scheduling, custom kernels, and speculative decoding, and discloses that a single cluster needs to process about 155 trillion tokens per day. Its Zero-Overhead Batch Scheduler lets the CPU schedule computation one round ahead, overlapping with GPU forward passes, and handles cross-round state misalignment

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s Claude can now decompile compiled game code into source code overnight and help mash up two games, turning game modding from a months-long endeavor into a single evening's work. The author notes that a large number of open-source launchers based on emulator code have appeared on GitHub, and PS5 emulation has made enormous progress, with almost any PS5 game able to run for free on PC—many of them clearly illegal. This poses a huge shock to publishers who do not want their game code made public.

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rtificial Intelligence Advisory Group publicly called on OpenAI to release its undisclosed Yang-Mills proof, requesting the related natural-language and Lean output. OpenAI says its model proved Yang-Mills existence on September 9 and proved quantum chromodynamics on September 18, with Lean completing the first check on October 16. Its Kakeya and exponential-time hypothesis results were published directly to GitHub, while the physics-related documents remain held by reviewers led by David Gross.

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ily work. He recommends using Astra for adversarial review on new projects or unfamiliar problems, and said the Ultrafast tier targets real-time scenarios such as fraud detection and financial investigations, with speeds exceeding 300 tokens per second. He also described how the always-on agent OpenAI dots aggregates information from Slack, GitHub, Gmail, and calendars and handles PRs on users' behalf, as well as how Auto-review checks model actions against custom policies before they are taken.

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Enterprise customers. Non-engineers can describe changes in natural language, and the agent locates the code, runs the application in a cloud sandbox to verify it, and submits a PR or MR with screenshots and video to GitHub or GitLab. Teams can configure a shared environment once, and review feedback can be turned into skill updates that require engineer approval; the feature is in early access. The Slack integration is now available to all customers, and Microsoft Teams support is coming soon.

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abricks' Lakeflow Connect offers native, fully managed connectors for sources such as Atlassian (Jira, Confluence), Microsoft SharePoint, Google Workspace (Drive, Outlook, Gmail), GitHub, and OpenAI, Anthropic, with data landing directly in Unity Catalog. Unstructured files, pages, and emails land as governed tables, with no need to build or maintain data pipelines, and can be used for enterprise knowledge bases, AI agents, and developer productivity dashboards. Toyota Finance Australia uses its

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e tools such as Apache Spark, Delta Lake, MLflow, Lakebase, Genie, and Databricks Apps entirely in the browser, with no cloud contract, license, or installation required. Assignments can be distributed through an existing LMS or GitHub, and large datasets can be shared via cloud storage, Open Sharing, or the Marketplace. This edition is intended for learning and non-commercial use, offers smaller compute resources under fair-use limits, and is not suitable for production or commercial scenarios.

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NVIDIA Spectrum-6). For scale-out, the Flattened Planar Fabric connects each GPU to eight network planes, simplifying the Clos architecture from 3 tiers to 2; for scale-across, it introduced the petabit-class super backbone BAG connecting buildings, campuses, and regions. Meta also introduced Tahan, an Ethernet scale-up switch for MTIA 300 based on Broadcom Tomahawk5, and open-sourced the MetaRoCE software implementation, with the first user-space version libsoftmetaroce now available on GitHub.

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ith saved configurations. The article provides complete code for Playwright and Browser Use Cloud, covering reusing login sessions, filling in TOTP verification codes with 1Password, scheduling runs via GitHub Actions, and handling failure scenarios such as session expiration, 2FA blocks, page redesigns, and empty downloads. The author recommends first asking suppliers for exports, APIs, or emailed invoices, and reminds readers to first confirm whether the portal's terms permit automated access.

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The GitHub project GVS5H proposes a training-free ledger-based zero-shot self-orchestration method that lets multiple fresh instances of the same model decompose problems and collaborate through a shared file system (storing plans, notes, and the current solution). On 100 of the latest LiveCodeBench Hard problems, the method yields up to a 25.6 percentage point improvement on a fixed backend: orchestrated Qwen3.8 Flash Next reaches 93.0% pass@1, above Fable 5's 90.4%, at 9% of its cost; the loca

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in five steps: read-only inventory, approval, target version verification, before-and-after testing, and one PR per repository. They can run in agents that read SKILL.md, such as Devin, Claude Code, Codex, Cursor, and GitHub Copilot, and require git, shell, Docker, and image registry access; npx installation requires Node.js 22.20 or later. The original article does not publish a fix-rate benchmark; hosted runtimes, all-in-one machines, and Electron applications are only flagged and not patched.

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