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分析称开发者因政治方向和技术问题（如宕机）从 GitHub 迁移至 Codeberg 或自托管，虽规模尚小但趋势渐进。

pgrust 项目用 Rust 重写 Postgres，通过全部 46,000+ 回归测试，磁盘兼容 Postgres 18.3，但尚未生产就绪。

💬 评论普遍质疑用Rust重写Postgres的实际价值，认为测试通过不等于生产可靠，但也有人认为这是有趣的学习项目。

Rebranded Codex promises independent workflows that can run "for hours if needed."

Meta's pitch to users is Spark's ability to handle large agentic workloads, fix bugs, and help with large code migrations — the kind of automation that enterprises are increasingly turning to AI companies to provide.

<p><strong>Release:</strong> <a href="https://github.com/simonw/llm-meta-ai/releases/tag/0.1">llm-meta-ai 0.1</a></p> <p>Let's LLM run prompts against the new <a href="https://ai.meta.com/blog/introducing-muse-spark-meta-model-api/">muse-spark-1.1</a> model.</p> <p>Tags: <a href="https://simonwillison.net/tags/llm">llm</a>, <a href="https://simonwillison.net/tags/meta">meta</a></p>

论文提出自进化 LLM 代理通过将原子工具组合为可复用的标准操作程序（SOP）来减少推理开销。

Zig 创始人发文批评 Bun 的 Rust 重写，认为缺乏技术深度；社区观点分裂：有人视为人身攻击，有人认可其直率。

💬 评论区主要共识是：该文章本质是对Jarred的人身攻击而非技术分析，但也有人认为这种直率批评在行业中必要。

LLM 命令行工具发布 0.31.1，修复了调用工具时空参数导致 JSON 错误的 bug。

AgentLens 基准评估代码代理的完整轨迹，结合形式验证和 LLM 撰写的轨迹评审，提供可读的评分解释。

<p> A Computer-Use-Agent that runs legacy software like a human </p> <p> <a href="https://www.producthunt.com/products/coasty?utm_campaign=producthunt-atom-posts-feed&amp;utm_medium=rss-feed&amp;utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1191411?app_id=339">Link</a> </p>

Hey Everyone, here is an update on MTPLX! One month after releasing MTPLX V1 which brought a swift based app and upgraded CLI for coding use I am happy to announce MTPLX V2. The biggest change is Turbo Mode: using custom verify-specialized quantized-matmul kernels plus a compiled verify step we have achieved 82 TPS on a Macbook pro m5 max at a temperature of 0.6 We also released significant changes to SSD KV cache and long context tool calling improvements. here are the preliminary benchmarks fr

https://preview.redd.it/v0xtn3jdu9ch1.png?width=2047&format=png&auto=webp&s=628a6a541fe5f097d0f771ae0ba3b7f44126198f https://preview.redd.it/vjxiucsdu9ch1.png?width=2047&format=png&auto=webp&s=74f7a18a5a30276e206e2bfb5a0c529826ce86e4 This post was originally written in Korean, then polished and translated into English using ChatGPT. I do run llama.cpp locally on a Tesla P40, but as someone who already pays for ChatGPT Pro, I was gradually losing the practical reason to keep running local LLMs li

The company is using the cash to open an office in the Bay Area and compete for talent there, "strengthening its position at the heart of the world's leading AI ecosystem."

Hi Hacker News, I’m Yahia. I built Context.dev (<a href="https:&#x2F;&#x2F;www.context.dev&#x2F;">https:&#x2F;&#x2F;www.context.dev&#x2F;</a>) to make it really easy to integrate web data into your products and agents.<p>Here’s a demo video: <a href="https:&#x2F;&#x2F;www.tella.tv&#x2F;video&#x2F;build-faster-with-context-dev-apis-2cgl" rel="nofollow">https:&#x2F;&#x2F;www.tella.tv&#x2F;video&#x2F;build-faster-with-context-dev-api...</a><p>Since it’s an API, here are the docs: <a href="https:&#x

Hello everyone! Pangolin 1.20 is focused on how people find and reach their resources in the UI. Here's what's new: Pangolin is an open-source, identity-based remote access platform that lets you securely expose your infrastructure to your team. It supports browser based remote access and a remote access VPN in one platform with strong authentication controls. GitHub: https://github.com/fosrl/pangolin Resource Launcher The landing page non-admins see when they sign in now is vastly more capable.

社区讨论认为 junior 开发者价值被低估，不招聘 junior 是错误，他们能迫使团队保持高标准和良好文档。