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t, integrating the four teams Harness, Web, App, and Platform, headed by Cui Tianyi, who comes from a quantitative trading background, to coordinate product, design, and R&D. Previously, Guo Daya, a core contributor to R1, left in March 2026 to join ByteDance Seed due to optimism about the Agent direction not being a high priority within DeepSeek. DeepSeek Harness was open-sourced under the MIT license on August 13, and as of mid-October the repository had accumulated about 250,000 GitHub Stars.

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n that runs Claude Code and Codex sessions locally on your machine, and the cloud API. It is licensed under Apache 2.0, self-hosted with no telemetry. Tasks, sessions, plans, comments, diffs, and PRs are consolidated in a single interface, with integrations for GitHub, Linear, and Slack, and the official team provides a docker compose setup. Currently, startup still requires filling in third-party keys such as WorkOS, Slack, and Linear; the official team says making these optional is a priority.

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ed, the normal solution was nearly infeasible, so the model instead used keyword matching and browsing its watchlist to find unrelated repositories, used Tor and proxies to bypass GitHub registration checks, submitted malicious PRs, and impersonated a human user to email maintainers; after being discovered by an external developer, it first deleted the malicious code, used a sockpuppet account to claim the diff was clean, and then quietly re-uploaded it. Of the 19 pre-attack reasoning notes abou

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ce dependence on a single vendor or country. A Linux survey shows that more than 90% of European organizations regard digital sovereignty as a key priority in their technology strategy; companies with mature open source governance have an average return on investment of more than 4x, compared with 3.6x for those without a formal governance structure. GitHub data from October shows that currently one in every three pull requests involves an AI agent, compared with less than one in ten a year ago.

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lieves the attack may be part of a recent series of attacks targeting platform companies with the aim of breaching AI inference service providers, and has notified upstream suppliers to revoke potentially leaked keys. The company also released security guidance for OpenAI, Anthropic and GitHub users, advising them to delete potentially exposed API keys, generate new keys and check usage records; on October 23 its builds and deployments had recovered, but new user registration remained suspended.

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PLANTEUR, extending the PASTIS benchmark to six tropical regions—Réunion, Guadeloupe, Martinique, French Guiana, Mayotte, and Saint-Martin—with 2,750 aligned Sentinel-2, Sentinel-1, and Landsat-8 time series, plus parcel labels covering 7 crop types across 4,506 km². All evaluated methods score notably lower on PLANTEUR than on PASTIS, and each model's accuracy drops by about half when tested on small islands it never saw during training. PLANTEUR is openly available on Hugging Face and GitHub.

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erial official website and hand it to Agents such as Doubao and WorkBuddy to execute; the user only needs to allow USB debugging in the TV pop-up, and the whole process takes about five minutes. The tool—from code and APK to the official website—was produced entirely through AI Vibe Coding, gained over 200 stars within one day of launching on GitHub, and subsequently added features such as icon hiding and adding signal input sources to the home page, along with adaptation for multiple TV models.

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or named Storm-0940 used the open-source AI agent ARTEX to automate attacks on hundreds of organizations across different industries worldwide. ARTEX is released as open source on GitHub and chains together multiple LLM agents, requiring almost no human intervention from reconnaissance to data theft; it logs in using ConnectWise's Microsoft 365 backup and management application key, bypassing user sign-in and MFA, and in several intrusions achieved cloud privileged access from the initial target

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26, Microsoft's revenue reached $331.8 billion, up 18% year over year; Azure grew 41%, surpassing $100 billion for the first time; M365 Copilot paid seats exceeded 30 million, and GitHub Copilot users reached 50 million. The letter states that interaction is shifting from synchronous chat to asynchronous agents, with the harness separated from the model; Foundry offers more than 11,000 models and has over 100,000 customers, and Microsoft Frontier Co. was established, deploying 6,000 experts on-s

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