# AI AMA: Sub-Agents, Planning, and Live Debugging

These notes are based on the YouTube video by Ray Fernando

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Introduction to AI AMA

The video discusses sub-agents, planning, and live debugging in AI development. The host, Ray Fernando, a former Apple engineer with 12+ years of experience, explores these topics and shares his experiences with AI tools like Claude.

Context Windows and Sub-Agents

• Context windows are a crucial concept in AI development, referring to the amount of information an AI model can process at a time.
• Sub-agents can help manage context by breaking down complex tasks into smaller, more manageable pieces, thus aiding in the efficient processing of information within the context window.
• Sub-agents are useful for dividing tasks, but the technical detail of how they interact with the context window can vary based on the AI architecture. Typically, all sub-agents share the same underlying model’s context window unless each is running on a separate model instance.

Planning and PRD Generation

• A Product Requirements Document (PRD) is a detailed document outlining the requirements and specifications of a product or project.
• AI tools like Claude can be utilized in the process of generating PRDs, but they require careful planning and instruction to produce effective results.
• Ray Fernando shares his experience with generating a PRD, highlighting the importance of providing clear instructions and using sub-agents to manage complex tasks.

Live Debugging and Code Generation

• Live debugging involves using AI tools to generate and test code in real-time.
• Ray Fernando demonstrates live debugging using Claude, showcasing the potential for rapid prototyping and development.
• However, he also notes the importance of careful planning and instruction to avoid errors and ensure effective results.

Cost and Efficiency

• The cost of using AI tools like Claude can vary depending on the complexity of the tasks and the specific plans or services utilized.
• Ray Fernando discusses his experience with AI development, highlighting the potential for cost savings and increased efficiency through careful planning and optimization.

Community and Resources

• Ray Fernando emphasizes the importance of community and shared knowledge in AI development.
• He invites viewers to join his Discord channel and share their experiences and tips for working with AI tools.
• The video mentions resources and tools, including Claude, which can be useful for developers and AI enthusiasts.

Summary

The video provides an in-depth look at sub-agents, planning, and live debugging in AI development. Ray Fernando shares his experiences and insights, highlighting the potential for increased efficiency and productivity using AI tools like Claude. By understanding context windows, planning, and live debugging, developers can unlock the full potential of AI and create more effective and efficient solutions.