DeepSeek-V3.2模型近日在魔搭平台正式上线，模型ID为deepseek-ai/DeepSeek-V3.2。目前用户已开始使用该模型，但反馈速度较慢，具体性能指标如RPD尚未明确。modelscope平台尚未提供相关说明，详细信息有待进一步更新。这一更新反映了AI模型的迭代进展，为开发者提供了新的工具选择，有助于推动人工智能技术的实际应用。用户可关注后续优化和参数披露。
原文链接：Linux.do
This article reveals a critical security vulnerability in the Rails framework's Global ID (GID) system when integrating with Large Language Model (LLM) applications. The author discovered while building a personal accounting and invoicing tool with RubyLLM that when an LLM incorrectly generates a GID containing a UUID, Rails extracts the numeric sequence from the UUID and incorrectly locates records in the database. This occurs because Rails' find method attempts to extract numbers from strings as IDs, causing GIDs like 'gid://moneaker/Invoice/22ecb3fd-5e25-462c-ad2b-cafed9435d16' to be incorrectly parsed as invoice record with ID 22. This discovery serves as an important warning for developers integrating LLMs with traditional database applications, reminding us to strengthen GID validation and authorization checks to avoid potential data security risks.
Original Link:Hacker News
Antigravity v3.0 has been open-sourced on GitHub, a professional AI account management and switching tool. This tool provides intelligent account rotation features including load balancing, automatic failover, and quota awareness to ensure efficient and stable operation. It supports multiple platforms including macOS (Intel/Apple Silicon), Windows, and Linux, built with Tauri v2 + React (Rust). Users can seamlessly switch accounts with one click, enhancing the AI tool usage experience. The tool supports various AI service accounts, automatically handles request limits, and ensures service continuity. Ideal for users and developers who need efficient management of multiple AI accounts, it's an important addition to the AI tool ecosystem. The project aims to solve pain points in AI account management and improve resource utilization. Developers can access the project source code through GitHub and participate in community discussions.
Original Link:Linux.do
SimPage is an open-source minimalist navigation page project that recently added several practical features. The project now supports dark/light theme switching and can automatically follow system theme changes; it has added a multi-city weather information display feature, allowing configuration of multiple cities in the backend with automatic rotation of different cities' weather every 5 seconds on the frontend; supports deployment via Cloudflare Worker; implements automatic logo fetching for applications and bookmarks. The project is open source on GitHub and provides detailed deployment documentation. SimPage is suitable as a personal homepage or navigation tool, featuring a clean interface and practical functions, especially ideal for users who need quick access to frequently visited websites and weather information. For developers and tech enthusiasts who enjoy DIY personal homepages, this is an open-source project worth trying.
Original link:Linux.do
Alibaba recently open-sourced CosyVoice3, an advanced text-to-speech system based on large language models that excels in content consistency, speaker similarity, and prosodic naturalness. It supports 9 common languages and 18+ Chinese dialects, enabling multilingual zero-shot voice cloning. A developer has created a Windows local TTS tool based on this model that requires only 4GB of VRAM to run and supports four modes: zero-shot cloning, fine control, instruction control, and speech repair. The tool is fully locally deployed with no API calls required, featuring a clean and user-friendly interface suitable for various applications including video dubbing, game NPC dialogue, and audiobook production. Performance comparisons show that CosyVoice3 outperforms similar open-source models across multiple test metrics, demonstrating the latest advancements in AI speech synthesis technology.
Original Link:V2EX Share & Discover
本文揭示了Rails框架中全局ID(GID)系统在大型语言模型(LLM)应用集成中的一个严重安全隐患。作者在使用RubyLLM构建个人会计和发票工具时发现，当LLM错误生成包含UUID的GID时，Rails会提取UUID中的数字序列并错误地定位到数据库中的记录。这是因为Rails的find方法会尝试从字符串中提取数字作为ID，导致'gid://moneaker/Invoice/22ecb3fd-5e25-462c-ad2b-cafed9435d16'这样的GID会被错误解析为ID为22的发票记录。这一发现对正在将LLM与传统数据库应用集成的开发者具有重要警示意义，提醒我们需要加强对GID的验证和授权检查，避免潜在的数据安全风险。
原文链接：Hacker News
Antigravity v3.0 已在GitHub开源发布，是一款专业的AI账号管理与切换工具。该工具提供智能账号轮询功能，包括负载均衡、自动故障转移和配额感知，确保高效稳定运行。支持macOS（Intel/Apple Silicon）、Windows和Linux等多个平台，采用Tauri v2 + React (Rust)构建。用户可通过一键无缝切换账号，提升AI工具使用体验。该工具支持多种AI服务账号，自动处理请求限制，确保服务连续性。适用于需要高效管理多个AI账号的用户和开发者，是AI工具生态中的重要补充。项目旨在解决AI账号管理中的痛点，提高资源利用率。开发者可通过GitHub访问项目源码，并参与社区讨论。
原文链接：Linux.do
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