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terested in working on autonomous software engineering agents, our team is hiring; reach out to [email protected]. References [1] SWE-bench: Can Language Models Resolve Real-World GitHub Issues? [5] Quantifying infrastructure noise in agentic coding evals [9] How we made continuous trace intelligence possible at scale Follow @Replit Sep 29, 2026Free the models: Harness design at the frontierModel routers are everywhere right now, but they have a fundamental limitation. No matter if based on adva

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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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ts | Qwen Blog Publication About Try Qwen Chat Qwen-AgentWorld: Language World Models for General Agents June 22, 2026 · 15 min · 3088 words · Qwen Team | Translations: 简体中文 PAPER GITHUB HUGGING FACE MODELSCOPE Today we release Qwen-AgentWorld , a native language world model that simulates agent environments across seven domains: Native world modeling: environment modeling is the training objective from continual pre-training onward (CPT → SFT → RL), not a post hoc adaptation on top of a general

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features maintainers had been meaning to get to. The goal of Patch the Planet is to leave essential open-source projects measurably better off. We’re reporting public findings on GitHub , including 64 total pull requests. We also filed 51 issues, 19 of which are already closed with a fix. This public tally undercounts the work, since several projects take reports through private channels like HackerOne, GitHub security advisories, mailing lists, and private forks, and most of these have not bee

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atically retry a task when the critic score falls below your threshold. Layer 2 — Repo-level verification. The repo-level verifier can be wired into your repositories in two ways: GitHub Actions, per repository. Add a workflow under .github/workflows/ and the code review bot runs on every PR as part of CI (instructions: https://docs.openhands.dev/openhands/usage/use-cases/code-review). This gives you full control over when and how it runs, while keeping setup explicit for each repo. See Automate

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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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w for the quantity and breath of training these models experience. If you as a human had some weird learning disability where you needed to read through every public repository on Github before you could be a competent developer, it would not make sense to train you up. You’d be on Social Security by the early stages of your education, and even once you were trained, you could work on only one project at a time. But AIs can learn these skills by firehosing gigawatts of training at a time. And wh

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enAI's websocket mode and the rest from switching to GPT-5.5 with no reasoning: Here's a comparison: How does Kubernetes' HorizontalPodAutoscaler handle missing pod metrics when scaling down — does it assume missing pods are at 100% of their resource requests, or 100% of the target utilization? Cite the function and logic in the source. Sonnet 4.6 (left) took 2 minutes and cost $1.08, while GPT-5.5 (right) took 40 seconds and cost just $0.47. The Librarian A subagent for searching code on GitHub

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concision. welcome new hires — need accounts set up day one (sso, email, slack) first week: meet the team, laptop setup, security training, 1:1 with manager tools — figma, linear, github, notion. request access through the IT portal key contacts: manager, onboarding buddy, people ops, IT helpdesk benefits enrollment closes after 30 days!! don't miss this office tour + lunch spots, badge pickup at front desk (bring ID) probation review at 90 days — calendar invite from manager Draft the structure

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nstration of model capability. In about 15 minutes, we used Docent to discover instances of cheating on SWE-rebench, a software engineering benchmark that measures how many recent GitHub PRs an agent can resolve. You can view the SWE-rebench traces in Docent at this link. 1. Explain to your coding agent what you want to learn We start by prompting Claude Code to score agent runs for potential cheating. Thanks to the Docent skill, Claude knows how to turn our question into an analysis plan. It wr

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ansformer v1.5 - Yitian Gong, Kuangwei Chen, Zhicheng Zhang, Botian Jiang, Yiyang Zhang, Kang Yu, Yang Gao, Xiaogui Yang, Qinyuan Chen, Zhaoye Fei, Shimin Li, Xipeng Qiu. Learn More Model: OpenMOSS-Team/MOSS-TTS-Local-Transformer-v1.5; Serving framework: SGLang-Omni on GitHub; Documentation: SGLang-Omni docs; MOSS-TTS-Local cookbook: MOSS-TTS-Local in SGLang-Omni; MOSS optimization roadmap: 637; Design background: SGLang-Omni: Redesigning the Inference Framework for Multi-Stage Generative Models

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state. Then she sent it the other direction: “Pull those new states back into the code.” The agent read her design changes and wrote all three into the component, ready to push to GitHub as a PR. This workflow puts you in control of what ships, all from within Figma. The agent reads and writes your real components on both ends—the same way Code ConnectThe right code for your design systemToday, we’re announcing beta for Code Connect, a feature built to improve design system adoption by making 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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API, connecting its specs, customer feedback, and code. It now writes more than 60% of the pull requests they merge. Coinbase built Forge on our Agent SDK, operating across Slack, GitHub, and Linear using the context already present in each system. They described Linear as the place where agents go to get their bearings before starting a task. Linear Agent gives every team that capability, without the harness they had to build and maintain. It’s how Linear becomes the context layer that product

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t's opened up a class of long-horizon problems that were out of reach for earlier models.Michael Truell CEO and Co-founder Claude Fable 5 is a real step forward for the developers GitHub serves. In our early testing, it took on complex, long-horizon coding tasks with a level of autonomy and reliability that exceeded previous benchmarks. But what excites us most is the direction it points: a future where developers can hand increasingly ambitious work to agents and trust the results across the so

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gs Audio v3 TTS (Boson AI) — Mu Li, Alex Smola, Lindsey Allen. Silin Meng, Ke Bai. Ruskin Raj Manku, Huapeng Zhou, Dongming Shen, Jonah Mackey, Erik Li, Weisu Yin, Yizhi Liu, Xinyu Wang, Hao Yu. Learn More Model: bosonai/higgs-audio-v3-tts-4b; Blog: Higgs Audio v3 TTS; Serving framework: SGLang-Omni on GitHub; Documentation: SGLang-Omni docs · Higgs TTS cookbook; Higgs optimization roadmap: 478; Design background: SGLang-Omni: Redesigning the Inference Framework for Multi-Stage Generative Models

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outsource that judgment to an automated tool. Until the ecosystem matures, use curated marketplaces, keep the attack surface small, and treat public skill repositories as untrusted code. The attacks we’ve described are in trailofbits/overtly-malicious-skills . X LinkedIn GitHub Mastodon Hacker News Related Posts How we use /goal to find bugs in Patch the Planet July 28, 2026 Over the first few weeks of Patch the Planet, our engineers found three techniques for using /goal, which hands Codex an …

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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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evious results in log files can help the model stay consistent and reflect on previous executions of the workflow. Examples include: standup-post — aggregates your ticket tracker, GitHub activity, and prior Slack → formatted standup, delta-only; create- -ticket — enforces schema (valid enum values, required fields) plus post-creation workflow (ping reviewer, link in Slack); weekly-recap — merged PRs + closed tickets + deploys → formatted recap post 5. Code scaffolding and templates These are ski

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it for real world use so you can produce highly accurate transcripts for your bespoke use cases up to 5x faster than rival models.6 It’s now being integrated into Copilot, Teams, GitHub, and Dynamics 365 Contact Centre – and it’s also available in Foundry, where it’s the fastest, most efficient and most cost-effective transcription model of any hyper-scaler.5 Paired with that we have MAI-Voice-2, our latest speech generation model. It has beautiful prosody, native-sounding delivery and fine-gra

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