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ross Tasks. https://epoch.ai/data-insights/llm-inference-price-trends. Cunningham, Tom, and Manish Shetty. 2026. “An Apple-Picking Model of AI R&D.” March 13. https://tecunningham.github.io/posts/2026-03-13-apple-picking-ai.html. Cunningham, Tom, Manish Shetty, Vincent Cheng, and Nate Rush. 2026. “Expenditure Horizon: Measuring Optimization Ability, with an Application to NanoGPT.” METR, July 21. https://metr.org/blog/2026-07-21-expenditure-horizon/ appendix-d. Erol, Mehmet Hamza, Batu El, Mirac

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. We also added fix-rate tracking, because our ultimate objective is to fix vulnerabilities, not to make sure they merely get surfaced. By December 2025, we'd outgrown Anthropic's GitHub Action and rebuilt around it in three ways: Ablation is the process of removing lines from a prompt to understand the impact of each line. Moved the reviewer into a TypeScript service. Our fork of the Action was fine for a prototype, but it quickly became a giant GitHub workflow that wasn’t easy to maintain. We

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I 在其关于聊天导出的帮助页面上明确表示，Free、Plus、Pro 以及部分 Edu 客户可以导出他们的聊天记录，但 Business 和 Enterprise 工作区无法使用该导出选项。 不过不必担心，因为 scrapemychats 将能够解放这些消息——至少直到 OpenAI 堵上它所利用的这个漏洞为止。 在那之前，scrapemychats 已在 GitHub 上提供，供你在离开奥特曼之家前抓取这些聊天记录的副本。该应用通过已登录的浏览器会话运行，并且正如 GitHub README 中所解释的那样，会将可访问的 ChatGPT 对话——包括可用的文件附件——存储到本地归档中，并配有类似电子邮件的 HTML 界面，可在浏览器中离线打开。数据也与界面分开存储，Quilty-Harper 告诉我们，存储的聊天记录可以随意使用。 请注意，它并不是无头工具：ChatGPT 的机器人防护机制阻止其在无头模式下运行。实际效果是，scrapemychats 会浏览你的 ChatGPT 账户，打开你的对话，并存储通过浏览器加载的对话数据和附件。 更多背景 OpenAI 请求山姆大叔允许它抓取

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fied: 6,275 rows from 32,079 raw - language-level drops for wholesale-broken images, two independent gold passes with flaky rows removed, and problem statements scrubbed of inline GitHub issue/PR references; SWE-Bench-Verified-Quick: 468 of 500 Verified instances, dropping the slowest examples for quick online-evals The tooling behind these passes ships with verifiers, so you can reproduce them yourself. uv run validate is the model-free sibling of eval: for every task it runs the gold check (se

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capture ( still a work in progress ). But the most important next step isn’t only ours, it’s also yours: start recording, and let’s build the dataset together. 👉 Build a Grabette (GitHub) · Process your data (HF Space) · Contribute to the dataset Built with ❤️ by Pollen Robotics. Spaces mentioned in this article 1 Sleeping 4 Grabette Slam 🌍 4 Convert Grabette recordings into a LeRobot dataset More Articles from our Blog LeRobot goes to driving school: World’s largest open-source self-driving dat

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ixes across all platforms Getting started Add the UPM package to your Unity project, either via git or OpenUPM, then import the provided samples through the Unity Package Manager. GitHub repository; OpenUPM package; Shipped samples The samples show two use cases: Meet. Connect to a video call with other remote participants; Agents. Connect to a voice AI agent What is supported? We officially support Unity versions from 2022.3 onwards. Current testing is done on: Unity 2022.3.62; Unity 6000.3.10

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also tested the idea against a difficult real-world case: Odysseus’s unusually large email subsystem. Odysseus is the self-hosted AI workspace that picked up tens of thousands of GitHub stars in its first week — an impressive thing for a self-taught coder to ship — and routes/email routes.py (see on GitHub) is 4,943 lines, about 3,900 of them a single function holding all 81 route handlers as nested closures. One function, the entire email client. We refactored just that one file (email routes.

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tched, editor-centered work, with a closed runtime that is not swappable Best for: Editor-centered developers after tight, visible iteration, with cloud agents for longer work. 5. GitHub Copilot GitHub Copilot gives GitHub-centered teams a broad assistant with agent modes around the core GitHub workflow, closer to the assistant side until Agent mode and its Cloud Agent push it into agent territory. Key features: Assistant plus agent modes: inline suggestions, an in-editor Agent mode, and a Cloud

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. The core framework is open source, giving developers and platform teams full visibility into how agents execute work and interact with their systems. The project has over 80,000 GitHub stars, over 9 million downloads, and contributions from hundreds of developers. OpenHands is used by engineers at large enterprises and fast-growing startups to build, run, and scale AI coding agents across real software engineering workflows. The long-term vision is to become the full stack AI coding agent plat

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behind access policies, token proxies, audit logging, and our ZeroTrust network. At that point we felt safe giving the agent access to all the things we use to get our jobs done: GitHub, GCP, Azure, Linear, Notion, Slack, ZenDesk, and more. With context across systems, we saw a leap forward in productivity. Experiments that previously failed became easy. The most immediate impact was in coding stats. We were in the sprint week leading up to Agent 4 release in March, where we typically see a big

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k July 26, 2026 Zig creator calls Bun's Claude Rust rewrite 'unreviewed slop' July 15, 2026 HTTP gets a QUERY method so complex searches can stop pretending to be POST July 14, 2026 Speedier type checks in TypeScript 7.0 as first stable Go release ships July 10, 2026 GitHub cuts short offer to burn repos on CD after mockery ensues A purported jab of Sony's physical media phase-out blows up on GitHub itself July 7, 2026 .NET's long term support is not long term enough, dev complains June 30, 2026

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at nothing we backtest was seen during pre-training. The full pipeline can be deployed on our clients’ hardware, including air-gapped environments. What’s next We have published a GitHub repository so you can run Timestral on your own data. A technical report with the full results will follow. For more specialised forecasting problems, or to collaborate on research, please reach out to us. Timestral Type Time-series foundation model (TSFM) Probabilistic forecasts, 21 quantiles Inputs Multivariat

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试。静态分析部分则深入介绍 Clippy，包括我们最喜爱的 lint 列表。 除工具之外，本章还涵盖了我们直接审计 Rust 代码库所学到的经验。我们的陷阱与易错点清单是人工代码审查的绝佳参考，能帮助你发现诸如 & a == c 的运算符优先级与 C 语言不同之类的细微问题。内存清零部分针对确保机密信息从内存中擦除这一棘手问题提供了三种解决方案。 最后，专项测试部分涵盖 Kani（一种模型检查器）等工具，供应链部分则涵盖用于审查依赖项的完整工具链。 我们还发布了 rust-review，这是一个用于自动化 Rust 安全审查的 Claude Code 插件。它与 Aptos Labs 联合打造，针对十余类 bug，从内存安全和并发隐患到 FFI 陷阱和异步取消问题。这是在 Rust 代码库进入审计之前快速发现安全问题的一种方式。 X LinkedIn GitHub Mastodon Hacker News 相关文章 借助我们的《测试手册》新章节精通模糊测试 2024年2月9日 Trail of Bits《测试手册》的最新增补内容是一份关于模糊测试的全面指南：一项必不可少、行之有效的……

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えば、構造物が自分で損傷を感じ取って報告してくれるスマートマテリアルがあれば、より安全で回復力のある建築が可能になるかもしれません。あるいは、自分の構成を認識してリアルタイムに適応する、レゴのようなシステムができるかもしれません。そのためには、磁力で結合するミリスケールのブロックなど、能動的な自己修復のためのアクチュエーターを組み込んだハードウェアや、より高密度で有機的な形状を実現するための電子回路の小型化やコネクタの改良、さらに、ブリックのプールから自律的に仲間を呼び寄せる閉ループ型の成長の仕組みも必要になります。 さらに広い視点からは、分散的な知能を構成要素そのものに組み込む本研究のアプローチは、ロバストかつ適応的かつ再生的（regenerative）な環境への接近を意味します。そこでは、「構築」と「計算」の境界が曖昧になっていくかもしれません。もっとずっと高密度なセルの集団や、移動可能で再構成可能な物理システムまで、発展の可能性は多くあります。 さらに詳しくは、Nature Communications の論文やGitHubで公開しているコードをご覧ください。 Sakana AI

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. The core framework is open source, giving developers and platform teams full visibility into how agents execute work and interact with their systems. The project has over 80,000 GitHub stars, over 9 million downloads, and contributions from hundreds of developers. OpenHands is used by engineers at large enterprises and fast-growing startups to build, run, and scale AI coding agents across real software engineering workflows. The long-term vision is to become the full stack AI coding agent plat

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For those concerned about A-J broadcasting personal details to the web, Gupta writes that it’s designed to be private, providing an entire privacy readme as part of the project’s GitHub documentation. As mentioned above, A-J never applies for a job on a user’s behalf, and the config file where users link to their locally stored Markdown-formatted resume and set other options is gitignored so it won’t ever be committed by accident. That said, resumes do get routed to the LLMs OpenRouter is confi

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, with MUJOCO GL=osmesa and PYOPENGL PLATFORM=osmesa. All scripts disabled legacy Claude model remapping, loaded the project virtual environment, loaded the environment variables, checked that libosmesa6 was installed, and passed --no-sdk-tool-only for Claude SDK runs. Reproducibility The code, once released, will be in github.com/safety-research/embody, the public mirror of the repository. The command for each evaluation cell is listed in EXPERIMENTS.md, and scoring is documented in METRICS.md.

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Open Large Language Models," arXiv:2512.02556, 2025. arxiv.org/abs/2512.02556; [12]K. Jordan et al., "Muon: An optimizer for hidden layers in neural networks," 2024. kellerjordan.github.io/posts/muon — see also J. Liu et al., "Muon is Scalable for LLM Training," arXiv:2502.16982, 2025; [13]Fireworks AI, "Frontier RL Is Cheaper Than You Think," 2026. fireworks.ai/blog/frontier-rl-is-cheaper-than-you-think; [14]DeepSeek-AI, "DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcemen

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se, with … inflated phrasing, and over-long sentences,” University of Minnesota associate professor and cofounder of MorphMind, the company behind the tool, Jie Ding, wrote in its GitHub readme. “They also drift from the author's own voice and lose the precision scholarship depends on.” A previous version of that statement, written prior to a recent readme update, lays the point of the tool bare. Academic Humanizer, the opening of the readme read until an update five days ago, is designed to “st

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e work next. Equivalent mutants exist: some survivors turn out to be semantically identical to the original program, so no test could ever catch them. Few public DAML codebases on GitHub come with a full test suite, so we are glad OpenZeppelin open-sourced its canton-stablecoin reference implementation. Mewt generated hundreds of mutants for it. We ran the highest-priority ones through the existing test suite, and seven of those survived. Three were equivalent mutants or sat behind a guard that

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