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Source channel @githubtrending · Post #15265 · Nov 3

#python#ai#llm#rag#reasoning#retrieval PageIndex is an advanced AI tool that helps you find the most relevant information in long professional documents by thinking and reasoning like a human expert, rather than just matching keywords. It organizes documents into a clear tree structure, similar to a table of contents, and searches through this structure to give precise, trustworthy answers with exact page references. This method avoids the common problems of traditional vector-based search, making it ideal for complex reports, legal texts, or financial filings. You can use it easily via cloud services or run it locally, improving your ability to analyze and understand large documents quickly and accurately. https://github.com/VectifyAI/PageIndex

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AI一线|ShareCentre

@ShareCentre · Post #7154 · 04/03/2026, 02:34 AM

Google 发布 Gemma 4 开源模型:Apache 2.0 许可,31B 登顶 Arena AI 开源第三 Google DeepMind 于 4 月 2 日正式发布 Gemma 4,迄今最强大的开源模型家族。基于与 Gemini 3 相同的技术构建,专为高级推理和 Agent 工作流打造。全系列首次采用 Apache 2.0 开源许可,完全商用自由。 自初代发布以来,Gemma 已被下载超过 4 亿次,社区衍生出 10 万+变体。 ⚙️ 四款模型 - E2B(Effective 2B):手机/IoT 边缘设备,128K 上下文,支持文本+图像+视频+音频 - E4B(Effective 4B):手机/IoT 边缘设备,128K 上下文,支持文本+图像+视频+音频 - 26B MoE(混合专家):推理时仅激活 3.8B 参数,256K 上下文,Arena AI 开源第 6 - 31B Dense(稠密):最大化质量,256K 上下文,Arena AI 开源第 3,超越 20 倍参数量模型 🔑 核心能力 - 高级推理:多步规划与深度逻辑 - Agent 工作流:原生函数调用、结构化 JSON 输出、系统指令 - 代码生成:高质量离线代码,本地 AI 编程助手 - 多模态:全系列处理图像和视频,E2B/E4B 额外支持音频 - 140+ 语言原生训练 - Apache 2.0 许可:完全商用自由 📎 相关链接 官方博客:https://blog.google/innovation-and-ai/technology/developers-tools/gemma-4/ Google AI Studio:https://aistudio.google.com Hugging Face:https://huggingface.co/collections/google/gemma-4 Kaggle:https://www.kaggle.com/models?query=gemma-4&publisher=google #Google#Gemma4#开源模型#ApacheLicense#AI