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n. The agent produced all the code needed to deploy void-model on Together's Dedicated Container Inference (DCI) infrastructure, essentially on release day. The output lives here: github.com/blainekasten/together-void-model-container ‍ The whole setup took three steps. Step 1: Install the Together dedicated containers skill. npx skills add togethercomputer/skills That pulls in the together-dedicated-containers skill , which gives Goose the specific knowledge it needs to work with Together's infr

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work the same everywhere the agent does: in chat, in Slack, and inside automations. A skill you write for triaging bugs in chat will also kick in when an automation fires on a new GitHub issue. What Skills are good for Anything you'd otherwise have to repeat. A few patterns we've seen work well: Triage playbooks. Bug reports, customer escalations, incoming Linear issues; Output formats. Release notes, weekly digests, standup summaries that follow a specific shape; Style guidelines. How your team

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he review into structured phases (design, risk, correctness, etc.); Guides the human through decisions instead of requiring full code diff review; Posts finalized comments back to GitHub; This is the only part of the code review process requiring human input 👉 Shifts humans from line-by-line reviewers to decision-makers. Deep Code Review Performs deep, line-by-line correctness analysis focused purely on objective bugs This is the component most similar to a standalone AI code review tool (Akshay

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ration date for temporary access. After the token is created, you’ll be shown the token value and given a one-time opportunity to copy it for use in your external service, such as GitHub or Slack. External services can authenticate using the token in one of two ways: HTTP headers (recommended); URL query parameters The best method for your app depends on the external service you’re integrating with, so check that service’s documentation for setup instructions. Finally, you have the ability to re

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faction with Microsoft activating the AI notice by default. "The most concerning part is that I had already checked the commit message before committing," wrote one developer in a GitHub community discussion post last week. "I deleted Copilot's generated English commit message and manually wrote my own commit message instead. However, after the commit was created, the final Git history still contained the Copilot co-author line. "This means the message I reviewed before committing was not the fi

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Time flies. After I reported the vulnerability to Microsoft back in 2023, they were the first vendor to acknowledge and address the vulnerability. Soon after, Claude, Bard/Gemini, GitHub Copilot, ChatGPT, and many others followed up with fixes and improvements. The list of vendors that had this issue and needed to patch their AI is now large. It’s one of the most common AI application security vulnerabilities. The Lethal Trifecta Somewhere along the way Simon Willison coined this excellent term,

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and the METR time horizons plot. Solving real-world software engineering problems: SWE-Bench is a widely used coding test which evaluates how well AI systems can solve real world GitHub issues. When SWE-Bench launched in late 2023 the best score at the time was Claude 2 which had an overall success rate of 2%. Claude Mythos Preview gets 93.9%, effectively saturating the benchmark. (All benchmarks have some amount of noise inherent to them, so there’s usually a point where you score high enough

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cheap (reference-counted). So most of the overhead comes from the PyTorch wrapper - fresh StorageImpl, CUDA event recording, GIL interaction, and allocator book-keeping. See this GitHub Issue for more details. This is a misuse of precious milliseconds, and every millisecond counts! The fancy-sounding “CUDA IPC Pool Handle Cache” is implemented as a simple Python dict. The pools are never reallocated, so cache invalidation is unnecessary. We also only need a lock when writing to the cache, not w

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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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preview." Otherwise current prices range from a $20 per month for the Pro tier with 40 Bobcoins, to Ultra at $200, with 500 Bobcoins. What’s a Bobcoin? About 50 cents, apparently. GitHub recently reworked its Copilot pricing after concluding that more complex prompts were losing it money. Given that Bob’s raison d’etre is more complex requests from the get go, it will be interesting to see how Bob fixes that particular conundrum. Kate Holterhoff, senior industry analyst at RedMonk, said one diff

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without worrying about system reliability. If you want to dig into the details of our experiment or adapt the setup for your own workflow, the full experiment code is available at github.com/agencyenterprise/modal-rl-theorem-case-study. References Qiu, X., Gan, Y., Hayes, C. F., Liang, Q., Meyerson, E., Hodjat, B., & Miikkulainen, R. (2025). Evolution Strategies at Scale: LLM Fine-Tuning Beyond Reinforcement Learning. arXiv:2509.24372. https://arxiv.org/abs/2509.24372; Numina & Kimi Team. (2025)

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ses git worktrees, branches, merges, and tests to coordinate long-horizon software engineering tasks. AI coding agents have gotten remarkably good at isolated tasks like resolving GitHub issues. But the tasks we actually want agents to do are getting larger. For example, building a Python library from scratch (Commit0) or reproducing the results of a research paper (PaperBench) involves dozens of interdependent subtasks that unfold over hours. A single agent working on these tasks struggles both

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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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iods, a broader eval suite, and gradual rollouts so we catch issues earlier. We recently created @ClaudeDevs on X to give us the room to explain product decisions and the reasoning behind them in depth. We'll share the same updates in centralized threads on GitHub. We’re immensely grateful for your feedback and for your patience. Product updates, how-tos, community spotlights, and more. Delivered monthly to your inbox. Responsible disclosure policy Data Processing Agreement: US K-12 Usage policy

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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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n static analysis without generative AI and providing code completion and help text. AI-driven IntelliCode ranks suggestions and provides context-aware and whole line completions. GitHub Copilot suggests and generates whole blocks of code and is subscription-based but with a free version for limited use. Until this release, IntelliSense and Copilot suggestions could appear simultaneously, confusing users about what keys like Tab will do and causing cognitive overload. A solution is to disable Co

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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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ng effort) + default BM25 retrieval. VITA-Bench: Avg subdomain scores; using claude-4-sonnet as judger, as the official judger (claude-3.7-sonnet) is no longer available. MCPMark: GitHub MCP v0.30.3; Playwright responses truncated at 32K tokens. MCP-Atlas: Public set score; gemini-2.5-pro judger. AIME 26: We use the full AIME 2026 (I & II), where the scores may differ from Qwen 3.5 notes. Vision Language Qwen3.6 is natively multimodal, and Qwen3.6-35B-A3B showcases perception and multimodal reas

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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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reviewing every PR (for the past couple of months, we’ve been leaning on Codex for this), and then a human engineer makes the final approval. When the pull request is merged, our Github integration marks the related issue in Linear as ‘Done’. Stage 5: Close the loop with a happy customer⁠ When an issue is marked ‘Done,’ every related feature request reopens in Intercom with a note for the CX team to know that the customer’s request is fulfilled. The team then follows up with each one, which Ale

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