Leveraging artificial intelligence to unlock deep market insights. From sentiment analysis to predictive analytics, discover how AI transforms business intelligence and decision-making.
Welcome to Dylan's Log
Hi, this is Dylan. I'm exploring the frontiers of AI and documenting my learning journey. Passionate about LLMs, AI Agents, and building intelligent applications.
Embrace the vibe coding philosophy - coding with intuition, creativity, and flow state. Learn how to achieve peak productivity while enjoying the craft of programming.
What is Vibe Coding?
Vibe Coding is a programming philosophy that emphasizes intuition, creativity, and achieving a flow state while coding. It's about making programming feel natural and enjoyable, rather than a mechanical task.
Core Principles
- Trust Your Intuition: Let your coding instincts guide you
- Embrace the Flow: Create an environment for deep focus
- Iterate Rapidly: Build, test, refine in quick cycles
- AI as Partner: Use AI tools to amplify creativity
- Atomic Changes: Make small, focused modifications
- Progressive Disclosure: Reveal complexity gradually
Getting Started
Set up your ideal coding environment, choose music that helps you focus, and start with small, creative projects that excite you.
A comprehensive guide to agentic engineering - designing, building, and deploying AI agents that can reason, plan, and execute complex tasks autonomously with minimal human intervention.
What is Agentic Engineering?
Agentic Engineering is the discipline of designing AI systems that can autonomously perceive, reason, plan, and act to achieve goals. These agents go beyond simple chatbots to become true digital workers.
Key Components
- Planning & Reasoning: Chain-of-thought, tree-of-thought, ReAct patterns
- Tool Use: Function calling, API integration, code execution
- Memory Systems: Short-term, long-term, and episodic memory
- Multi-Agent Collaboration: Agent orchestration and communication
Frameworks & Tools
LangChain, AutoGPT, CrewAI, Microsoft AutoGen, OpenAI Assistants API, and custom orchestration solutions.
快速构建和迭代经营系统的实践指南。学习如何利用现代工具和 AI 来简化运营、自动化工作流程，高效推动业务增长。
什么是经营系统？
经营系统是一个综合框架，整合流程、工具和数据来管理和优化业务运营的各个方面——从获客到服务交付再到财务管理。
核心组件
- 客户管理：CRM、线索追踪、客户旅程映射
- 流程自动化：工作流自动化、任务调度、通知系统
- 数据分析：实时仪表盘、KPI 追踪、商业智能
- 团队协作：沟通工具、文档管理、项目追踪
快速实施策略
从最小可行系统开始，聚焦最关键的痛点。使用 Notion、Airtable 或飞书等无代码/低代码平台快速原型。根据实际使用数据和团队反馈进行迭代。
AI 赋能增强
集成 AI 能力实现智能客服、自动报告生成、预测分析和智能推荐，为你的经营系统提供超级动力。
