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Blockchain and AI integration creates a new paradigm where blockchain provides trusted data sources and secure computation environments for AI systems, while AI enhances blockchain's intelligence and automation capabilities. (区块链与AI的融合创造了新的技术范式：区块链为AI系统提供可信数据源和安全计算环境，而AI则增强区块链的智能化和自动化能力。)

Blockchain and AI integration creates synergistic solutions for data integrity and decentralized intelligence, addressing AI's transparency challenges while enhancing blockchain with intelligent automation—particularly significant in China's supported tech ecosystem. (区块链与人工智能融合为数据完整性和去中心化智能创造协同解决方案，解决AI透明度挑战的同时通过智能自动化增强区块链——在中国受支持的技术生态中尤为重要。)

LEANN AI Framework is a lightweight, efficient AI development platform featuring advanced model compression and cross-platform deployment capabilities, making it ideal for resource-constrained applications. (LEANN AI框架是一个轻量级、高效的人工智能开发平台，具有先进的模型压缩和跨平台部署能力，非常适合资源受限的应用场景。)

AI inference frameworks are specialized software platforms that enable trained machine learning models to process new data and generate predictions in real-world applications, featuring components like runtime engines, hardware abstraction layers, and optimization techniques such as quantization and operator fusion for efficient deployment across diverse hardware environments. (AI推理框架是专门的软件平台，使训练好的机器学习模型能够在实际应用中处理新数据并生成预测，包含运行时引擎、硬件抽象层等组件，以及量化和算子融合等优化技术，可在不同硬件环境中高效部署。)

Leon Sans is a code-generated geometric sans-serif font enabling dynamic weight adjustment and custom Canvas animations through programmatic coordinate manipulation. (Leon Sans 是一种代码生成的几何无衬线字体，通过程序化坐标操作实现动态字重调整和自定义 Canvas 动画。)

Mastering AI large model development requires a structured 6-12 month learning path covering Python, deep learning fundamentals, Transformer architecture, Hugging Face tools, LangChain frameworks, and hands-on project experience to build practical AI applications. (掌握AI大模型开发需要6-12个月的结构化学习路径，涵盖Python、深度学习基础、Transformer架构、Hugging Face工具、LangChain框架和项目实践经验，以构建实用的AI应用。)

Gemini is Google's advanced multimodal AI model that processes text, images, and other content types, offering versatile applications from content creation to technical development. Chinese users can access it through official platforms or domestic mirror sites. (Gemini是谷歌的先进多模态AI模型，可处理文本、图像等多种内容类型，适用于从内容创作到技术开发的多种应用。中国用户可通过官方平台或国内镜像站点访问。)

DeepSeek-V3.1 introduces hybrid inference with Think/Non-Think modes, enhancing reasoning efficiency and agent capabilities while supporting 128K context and updated APIs. (DeepSeek-V3.1引入思考/非思考混合推理模式，提升推理效率和智能体能力，支持128K上下文和更新的API。)

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