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LLMPanel Deploy vLLM to RunPod or Vast.ai Without Kubernetes
5分钟在任意GPU上部署Llama-70B，无需K8s，开源平台一键搞定。
Article URL: https://llmpanel.io Comments URL: https://news.ycombinator.com/item?id=49429521 Points: 1 # Comments: 0
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本周赛博领鸡蛋（8.14~8.20）：《漫漫长路 沙巫之旅》、《旁观者：列车长》
每周免费游戏准时开领！Epic送出《沙巫之旅》和《旁观者》，还有街机ROM合集与《辐射4》五折，白嫖党别错过。
本周 Epic Games 共送出 1 款电脑游戏，1 款手机游戏。其中电脑游戏为《漫漫长路 沙巫之旅 / Caravan SandWitch》，手机游戏为锁区的《旁观者：列车长 / Beholder: Conductor》。@Appinn 《Caravan SandWitch》 《Caravan
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DevIntent: How Much Does LLM-Generated Code Violate Developer Intent?
LLM代码通过测试就够了吗？新基准揭示隐藏的意图违背问题。
arXiv:2608.07614v1 Announce Type: cross Abstract: Code generated by LLMs can violate a developer's implicit intentions when given an ambiguous prompt,…
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Bonsai: Janestreet's UI Library
Jane Street开源的OCaml UI库，用函数式思维重构前端状态管理，适合追求类型安全的团队
Article URL: https://github.com/janestreet/bonsai Comments URL: https://news.ycombinator.com/item?id=49152842 Points: 278 # Comments: 108
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CCleaner 复刻版：3.57MB，开源清理工具 FluentCleaner Classic 发布
经典系统清理工具CCleaner的开源复刻版，仅3.57MB，无广告，快速稳定。
随着越来越多的 Windows 老用户对经典系统清理工具 CCleaner 的不满，比如广告、推荐、优化建议等，有开发者使用与 CCleaner 早期相同的 winapp2.ini 应用清理规则数据库，开源了一个新的项目：FluentCleaner。@Appi
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Incremental – A library for incremental computations
Jane Street出品的高性能增量计算库，用依赖图机制实现更精妙的状态更新。
Article URL: https://github.com/janestreet/incremental Comments URL: https://news.ycombinator.com/item?id=48987822 Points: 304 # Comments: 57
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CLEANER: Self-Purified Trajectories Boost Agentic Reinforcement Learning
一种自我纯净轨迹方法，大幅提升4B-7B小模型的Agentic强化学习效果，专治执行失败噪声！
arXiv:2601.15141v2 Announce Type: replace Abstract: Agentic Reinforcement Learning (RL) has empowered Large Language Models (LLMs) to utilize tools li…
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CCleaner 之后，有人重新做了一款开源清理工具：FluentCleaner
开源清理工具FluentCleaner：无广告简洁界面，WinUI 3重制，只做精准清理，替代CCleaner的理想选择。
很多 Windows 用户对 CCleaner 都不陌生。它曾经几乎是装机标配，用来清理缓存、临时文件，解决磁盘空间不足的问题，简单直接，也确实好用过一段时间。 后来情况慢慢变了。CCleaner 的功能越来越多，界面里开始出现广告、推荐软件、各种“优化建议”，原本只做清理的工具，逐渐变成了一个更复
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ChemGraph-XANES: An Agentic Framework for XANES Simulation and Curation
用AI代理自动完成XANES谱模拟与数据整理，材料表征从此告别手动调参
arXiv:2604.16205v2 Announce Type: replace-cross Abstract: Computational X-ray absorption near-edge structure (XANES) is widely used to interpret local…
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Show HN: BitVanes – A zero-trust RAG pipeline engine in Rust, WASM, and Arrow
零信任本地优先的RAG ETL引擎，用Rust+WASM+Apache Arrow在浏览器沙箱里完成全部管道，安全又高效。
Most RAG pipelines ship raw, sensitive documents over the wire to cloud services just to get them parsed, scrubbed of PII, chunked, and vectorized. Bi…
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SiliconScope: Local-AI Cockpit for Apple Silicon
Apple Silicon芯片深度监控神器，实时追踪GPU/ANE/内存带宽等引擎，超越系统自带监控
Article URL: https://github.com/kennss/SiliconScope Comments URL: https://news.ycombinator.com/item?id=48629943 Points: 1 # Comments: 0
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CRANE: Knowledge Editing for Reasoning MLLMs
推理多模态大模型的知识编辑面临新挑战：传统方法看似完美实则暗藏隐患。
arXiv:2606.09033v1 Announce Type: cross Abstract: The emergence of reasoning multimodal large language models (MLLMs), which generate explicit chain-o…
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Show HN: iPhone ANE holds LLM tok/s while MLX and LiteRT thermal-throttle
苹果芯片跑大模型实测：ANE稳定输出token，MLX和LiteRT遭遇热节流，性能对比一目了然。
Article URL: https://github.com/john-rocky/apple-silicon-llm-bench Comments URL: https://news.ycombinator.com/item?id=48394262 Points: 1 # Comments: 0
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How Generation Architecture Shapes Code Complexity in Multi-Agent LLM Systems: A Paired Study on HumanEval
一项研究揭示多智能体LLM架构不仅影响代码正确性，还会改变代码的结构复杂度。
arXiv:2606.00308v1 Announce Type: cross Abstract: Large-language-model code generation has shifted from single-shot prompting to multi-agent orchestra…
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Part 9: Mapping the KMS Model onto Intel Hardware
深入解析i915驱动如何将KMS抽象模型精准映射到Intel复杂显示硬件管道的实战技术讲解。
In the previous two articles, we took a deep dive into the GPU's "heart" (GT) and "blood" (GEM). Today, we turn to the GPU's "eyes"—the display subsys…
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AnE: Pushing the Reasoning Frontier of Multimodal LLMs via Anchor Evolution
多模态大模型推理新突破，AnE方法通过锚点演化机制提升复杂推理能力，极具理论价值与实践潜力。
arXiv:2605.25571v1 Announce Type: new Abstract: Post-training via Supervised Fine-Tuning (SFT) and Reinforcement Learning (RL) is crucial for enhancin…
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An LLM Flies X-Plane [video]
用大语言模型操控X-Plane飞行模拟器，看AI如何实现自主飞行与控制实验。
Article URL: https://www.youtube.com/watch?v=UiXcLURL7yo Comments URL: https://news.ycombinator.com/item?id=48291079 Points: 1 # Comments: 0
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VLANeXt: Recipes for Building Strong VLA Models
顶级会议ICML 2026收录，揭秘构建强视觉-语言-动作（VLA）模型的实用配方与技巧。
arXiv:2602.18532v2 Announce Type: replace Abstract: Following the rise of large foundation models, Vision-Language-Action models (VLAs) emerged, lever…
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CRANE: Constrained Reasoning Injection for Code Agents via Nullspace Editing
提出CRANE方法，通过零空间编辑向代码代理注入约束推理，巧妙平衡指令模型的简洁纪律与思考模型的规划韧性，为智能体模型对齐提供新思路。
arXiv:2605.14084v1 Announce Type: cross Abstract: Code agents must both reason over long-horizon repository state and obey strict tool-use protocols. …