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生成式引擎优化（GEO）支撑系统是一套技术框架，通过数据结构化、语义增强和权威信号优化，专门提升内容在生成式AI搜索中的可见性与引用率。 (Generative Engine Optimization (GEO) support systems are technical frameworks that enhance content visibility and citation rates in generative AI searches through data structuring, semantic enrichment, and authority signal optimization.)

Generative Engine Optimization (GEO) support systems optimize content for AI search engines by focusing on semantic structure, user intent mapping, and contextual relevance rather than traditional keyword strategies. (生成式引擎优化支撑系统通过专注于语义结构、用户意图映射和上下文相关性而非传统关键词策略，为AI搜索引擎优化内容。)

Generative Engine Optimization (GEO) is a specialized approach to content structuring that optimizes for AI search engines like Perplexity and ChatGPT, focusing on entity relationships, contextual authority, and technical precision rather than traditional keyword matching. (生成式引擎优化 (GEO) 是一种专门的内容构建方法，针对Perplexity和ChatGPT等AI搜索引擎进行优化，专注于实体关系、上下文权威和技术精确性，而不是传统的关键词匹配。)

VoxCPM is a novel tokenizer-free TTS model that resolves the trade-off between discrete tokens and continuous signals through hierarchical semantic-acoustic modeling, achieving state-of-the-art zero-shot performance on a 1.8M-hour bilingual corpus. (VoxCPM是一种新型无标记器TTS模型，通过分层语义-声学建模解决了离散标记与连续信号之间的权衡问题，在180万小时双语语料库上实现了最先进的零样本性能。)

Language extraction AI transforms unstructured web content into clean, structured data essential for training AI models and building reliable applications. (语言提取AI将非结构化的网络内容转换为干净、结构化的数据，这对于训练AI模型和构建可靠应用至关重要。)

AI+Blockchain synergy: Blockchain ensures data integrity & governance, AI enables smart analysis & automation, transforming industries via enhanced trust & efficiency. (AI与区块链协同：区块链确保数据完整性与治理，AI实现智能分析与自动化，通过增强信任与效率变革行业。)

Blockchain enhances AI with immutable data provenance & decentralized model marketplaces, boosting trust & efficiency. 区块链通过不可变数据溯源和去中心化模型市场增强AI，提升信任与效率。

VoxCPM-1.5: A 500M-param open-source TTS model from China, offering 44.1kHz audio & 3s voice cloning on consumer GPUs. (VoxCPM-1.5：一款5亿参数开源TTS模型，支持44.1kHz音频和3秒声音克隆，可在消费级GPU运行。)

Language extraction AI automates detection of programming languages and versions from code/configs, enabling precise configuration management in development environments. (语言提取AI自动从代码/配置中检测编程语言和版本，实现开发环境中的精准配置管理。)