chore: Update ReadMe for v0.3.1 release (#349)
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**Zvec** is an open-source, in-process vector database — lightweight, lightning-fast, and designed to embed directly into applications. Built on **Proxima** (Alibaba's battle-tested vector search engine), it delivers production-grade, low-latency, scalable similarity search with minimal setup.
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> [!IMPORTANT]
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> **🚀 v0.3.0 Released on April 3, 2026**
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> [!Important]
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> 🚀 **v0.3.1 (Apr 17, 2026)**
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> - Relaxed collection path restrictions and improved Windows path handling.
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> 🚀 **v0.3.0 (April 3, 2026)**
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> - **New Platforms**: Initial **Windows (MSVC)** and **Android** support. Published official Windows **Python** and **Node.js** packages.
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> - **Efficiency**: **RabitQ** quantization and **CPU Auto-Dispatch** for optimized SIMD execution.
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**Zvec** 是一款开源的嵌入式(进程内)向量数据库 — 轻量、极速,可直接嵌入应用程序。以极简的配置提供生产级、低延迟、可扩展的向量检索能力。
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> [!IMPORTANT]
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> **🚀 v0.3.0 已于 2026 年 4 月 3 日发布**
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> 🚀 **v0.3.1 (2026 年 4 月 17 日)**
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> - 放宽 Collection 路径限制;改进 Windows 上的路径处理。
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> 🚀 **v0.3.0 (2026 年 4 月 3 日)**
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> - **新平台支持**:支持 **Windows (MSVC)** 和 **Android**。发布了官方 Windows **Python** 和 **Node.js** 安装包。
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> - **性能优化**:集成 **RabitQ** 量化以及 **CPU 指令集自适应检测**,优化 SIMD 执行。
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> - **生态集成**:提供 **C-API** 用于多种编程语言绑定,以及 **[MCP](https://github.com/zvec-ai/zvec-mcp-server) / [Skill](https://github.com/zvec-ai/zvec-agent-skills)** 集成。
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> 👉 [查看发布说明](https://github.com/alibaba/zvec/releases/tag/v0.3.0) | [查看路线图 📍](https://github.com/alibaba/zvec/issues/309)
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> 👉 [查看更新日志](https://github.com/alibaba/zvec/releases/tag/v0.3.0) | [查看路线图 📍](https://github.com/alibaba/zvec/issues/309)
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## 💫 核心特性
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