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OpenBMB ChatDev Prompt Engineering Practice: Unlocking New Paradigms for Large Model Applications. (OpenBMB ChatDev提示工程实践：解锁大模型应用新范式)

FinRobot is an AI agent platform specifically designed for the financial sector, integrating multiple AI technologies to provide automated stock analysis, financial evaluation, and report generation. It features a four-layer architecture with perception, brain, and action modules for intelligent decision-making, and includes an intelligent scheduler for optimized task allocation. Developers can use FinRobot to build financial AI applications and learn practical applications of large models in finance, making it a practical tool combining fintech and AI. (FinRobot是一个专为金融领域设计的AI代理平台，整合多种AI技术，提供自动化股票分析、财务评估和报告生成功能。平台采用四层架构，通过感知、大脑和行动模块实现智能决策，配有智能调度器优化任务分配。开发者可利用FinRobot构建金融AI应用，学习大模型在金融领域的实际应用，是金融科技与AI结合的实用工具。)

PageIndex is an open-source RAG framework that replaces traditional vector-based retrieval with a tree-structured index and LLM reasoning, enabling precise, explainable search in long structured documents. (PageIndex是一个开源RAG框架，用树状索引和LLM推理取代传统向量检索，实现对长篇结构化文档的精准、可解释搜索。)

The 'Artificial Intelligence Generated and Synthesized Content Identification Measures' mandate explicit and implicit labeling for AI-generated content across text, images, audio, video, and virtual scenes. Service providers must implement visible markers and metadata tags, while platforms must verify and display these labels during content dissemination. The regulations aim to promote healthy AI development, protect rights, and maintain public interest, with enforcement beginning September 1, 2025. (《人工智能生成合成内容标识办法》要求对AI生成的文本、图片、音频、视频和虚拟场景内容进行显式和隐式标识。服务提供者需添加可见标识和元数据标签，传播平台需核验并展示标识。该办法旨在促进AI健康发展、保护权益、维护公共利益，自2025年9月1日起施行。)

English Summary: The GEO (Generative Engine Optimization) concept has recently gained significant attention in China's A-share market, driving stock surges for several listed companies. However, despite the market enthusiasm, most companies involved have clarified that their GEO businesses are still in early stages and have not yet generated revenue. Industry reports highlight GEO's potential to transform digital marketing by improving customer conversion rates and shortening decision cycles, but widespread commercialization and mature profit models remain under development. Chinese Summary: 近期A股市场GEO（生成式引擎优化）概念股表现活跃，多只个股短期上涨。然而，相关上市公司密集发布公告，普遍表示GEO业务目前“尚未形成收入”或“尚未形成成熟的盈利模式”。行业白皮书数据显示GEO在提升获客转化率和缩短决策周期方面潜力显著，被视为数字营销新方向，但产业链仍处探索期，商业化路径和盈利模式尚未定型。

English Summary: This analysis examines the potential reasons behind ChatGPT's traffic decline, including market saturation, increased competition from alternatives like Claude and Gemini, technical limitations in reasoning and accuracy, evolving user expectations, and the impact of monetization strategies. It also considers OpenAI's ongoing innovations and the broader AI landscape shifts. (中文摘要翻译: 本文深入分析了ChatGPT流量下降的潜在原因，涵盖市场饱和、来自Claude和Gemini等替代品的竞争加剧、模型在推理和准确性方面的技术局限、用户期望的演变、以及商业化策略的影响。同时考虑了OpenAI的持续创新和更广泛的AI格局变化。)

FinRobot is an open-source AI agent platform built on large language models (LLMs), specifically designed for financial data analysis, quantitative trading, and investment research. It features a four-layer architecture optimized for financial AI tasks, integrates Financial Chain-of-Thought (CoT) reasoning, and provides modular AI agents for market prediction, document analysis, and trading strategy optimization. (FinRobot 是一款基于大语言模型的开源AI代理平台，专注于金融数据分析、量化交易和投资研究。它采用四层架构优化金融AI任务，集成金融链式思维推理，并提供模块化的市场预测、文档分析和交易策略优化代理。)

This is a comprehensive, free Chinese tutorial series on large AI models, covering practical programming from basics to advanced topics like fine-tuning, safety alignment, and multimodal applications, with a new domestic development workflow course supported by Huawei Ascend. (这是一个全面的免费中文大模型编程实践教程系列，涵盖从基础到高级主题的实践编程，如微调、安全对齐和多模态应用，并新增了华为昇腾支持的国产化开发全流程课程。)

Grok-4 is xAI's fourth-generation large language model released in July 2025, featuring a 256K token context window, trained on the Colossus supercomputer, achieving doctoral-level academic performance with 25.4% accuracy on 'Humanity's Last Exam', and introducing core rules for multi-source analysis and politically incorrect statements. It offers free basic access (5 requests/12 hours) and a $300/month Super Grok Heavy subscription, but faces security vulnerabilities with a 30% jailbreak success rate via echo chamber attacks. (Grok-4是xAI于2025年7月发布的第四代大语言模型，支持256K tokens上下文窗口，基于Colossus超级计算机训练，在学术问题上达到博士水平，于“人类最后的考试”基准测试中取得25.4%准确率。新增核心规则：涉及时事需分析多方信源，保留有依据的政治不正确表述。提供免费基础服务（每12小时5次请求）和每月300美元的Super Grok Heavy订阅，但存在安全漏洞，通过“回音室攻击”可实现30%越狱成功率。)