56 lines
2.9 KiB
Markdown
56 lines
2.9 KiB
Markdown
---
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created: 2025-03-05
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tags:
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- "#daily-notes"
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author:
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- Shen Wei
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---
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## Summary:
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Watched a youtube video: # Build Anything with AI Agents https://www.youtube.com/watch?v=AxnL5GtWVNA
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BTW, I am using https://notegpt.io/youtube-video-summarizer this website to generate youtube video transcript. After then I am using my owned ChatBox (using DeepSeek-R1) to summarize the keep point of this video. **Interesting**
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### Summery of this video
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### **Key Concepts & Vision**
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- **AI Agents Revolution**: Predicted to explode in 2024, driven by better LLMs (e.g., GPT-5), cheaper APIs, and user-friendly UIs. Agents act autonomously toward goals, unlike passive chatbots.
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- **AGI Pathway**: Andrej Karpathy and Sam Altman highlight agents as critical steps toward AGI, enabling decentralized innovation (vs. LLMs dominated by big companies).
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- **Current Use Cases**: Research automation (e.g., arXiv paper summaries), customer service (75% of Clara’s support), and coding (Devin). Agents already outperform humans in some tasks.
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### **Building AI Agents**
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1. **Framework Choice**: CrewAI recommended for beginners (simple setup, free/open-source, good docs).
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2. **Setup**:
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- Use Google Colab for no-code setup.
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- Install `crewai`, `crewai-tools`, and set API keys (OpenAI, Serper).
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3. **Agent Design**:
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- **Roles**: Define agents (e.g., "Researcher" to scrape data, "Writer" to draft reports).
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- **Tasks**: Assign clear, specific goals (e.g., "Summarize latest AI advancements").
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- **Tools**: Integrate web search via Serper API.
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4. **Execution**: Agents collaborate—Researcher fetches data, Writer synthesizes it into reports.
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### **Key Takeaways**
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- **Start Small**: Automate repetitive tasks (e.g., daily research) before tackling complex workflows.
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- **Future-Proof Skills**: Master agent-building now; GPT-5 will enhance capabilities (reasoning, memory).
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- **Avoid Hype**: Focus on fundamentals—simple agents with clear goals yield tangible ROI.
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### **Demo Workflow**
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- **Researcher Agent**: Searches web for "latest AI agent advancements," extracts key info.
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- **Writer Agent**: Generates a concise report from research, using adjustable creativity (temperature).
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- **Result**: Fully automated pipeline producing actionable insights in minutes.
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### **Tools & Resources**
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- **Frameworks**: CrewAI, AutoGPT, BabyAGI, LangChain.
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- **APIs**: OpenAI, Serper (Google search).
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- **Community**: Pre-built templates, tutorials, and support available for learners.
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**Next Steps**: Experiment with CrewAI, iterate on small projects, and prepare for GPT-5’s release to scale agent capabilities
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## Action Items:
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- [ ] 🔼 Need to follow the video to practice build AI agent via [Google Colab](https://colab.research.google.com/)
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- [ ] ⏫ Selft host n8n in my working laptop Docker Desktop verison [[Self-Hosting n8n with Docker – Step-by-Step Tutorial (NO CODE!!)]]
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- [ ] AI 网站聚合 https://latentbox.com/zh |