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VoxCPM: Open-source TTS with tokenizer-free design, 0.5B params, real-time synthesis, and few-shot voice cloning. (VoxCPM：开源TTS，无分词器设计，5亿参数，实时合成，支持少样本语音克隆。)

LEANN: A lightweight, embedded vector DB for RAG, enabling local deployment with minimal resources. (LEANN：轻量级嵌入式向量数据库，为RAG应用实现低资源本地部署。)

VoxCPM: Tokenizer-free TTS for context-aware speech & zero-shot voice cloning via continuous diffusion autoregressive modeling. (VoxCPM：通过连续扩散自回归建模实现上下文感知语音和零样本语音克隆的无标记器TTS。)

Large AI models: Transformer-based, billions of parameters, self-supervised learning, fine-tunable for tasks. 大型AI模型：基于Transformer，数十亿参数，自监督学习，可针对任务微调。

Gemini's career evolution: from pro player (StarCraft) to championship coach (KPL) and top streamer. A case study in esports career longevity. (Gemini职业生涯演变：从职业选手到冠军教练及顶流主播，是电竞职业长寿的典型案例。)

Gemini: Google's comprehensive AI ecosystem for multimodal applications, from consumer products to developer APIs. (Gemini：谷歌面向多模态应用的综合AI生态系统，涵盖从消费产品到开发者API。)

DeepSeek: China's leading AI model with optimized Chinese processing, strong multilingual & code generation capabilities. (DeepSeek：中国领先的AI模型，具备优化的中文处理能力、强大的多语言和代码生成功能。)

GEO生成式引擎优化通过结构化元数据、上下文术语定义和标准化格式，提升生物医学数据在AI搜索引擎中的可见性和可理解性，如69428系列所示。

TheAuditor provides database-first static analysis for Claude, preventing AI hallucinations via indexed SQLite queries. (TheAuditor为Claude提供数据库优先静态分析，通过索引SQLite查询防止AI幻觉。)