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What we learned in 6 months of working on a CodeGen dev tool GPT Pilot

Mar 03, 2024 - blog.pythagora.ai
The article discusses the development and capabilities of GPT Pilot, an AI tool designed to automate coding. The author shares that GPT Pilot is envisioned as a real AI developer, not just an autocomplete or chatbot, and can create a plan for app development and start coding. However, it requires human supervision for clarification and code review. The author also shares the revised pillars of GPT Pilot, which include the need for human supervision, the ability for AI to iterate over its own mistakes, the orchestration of software development, and the ability for AI to refactor the codebase.

The author shares several learnings from the development of GPT Pilot, including the importance of the initial app description, the non-linear nature of coding, the effectiveness of agents reviewing themselves, and the benefits of verbose logs and splitting the codebase into smaller files. The author also shares examples of apps created with GPT Pilot and invites readers to try creating an app with AI using GPT Pilot.

Key takeaways:

  • GPT Pilot is an AI developer tool that aims to automate coding, creating a plan for app or feature development and coding it. It's designed to do most of the coding but will ask for human help when it gets stuck or needs clarification.
  • The tool is based on several pillars, including the need for human supervision, the ability for the AI to iterate over its own mistakes, the orchestration of software development, and the ability for the AI to refactor the codebase.
  • Key learnings from the development of GPT Pilot include the importance of the initial app description, the realization that coding is not a straight line, the effectiveness of agents reviewing themselves, and the benefits of splitting the codebase into smaller files.
  • GPT Pilot has been used to create several apps, including Prompt Lab, SQLite database analyzer tool, Code Whisperer, and Star History. These apps demonstrate the potential of the tool in automating coding tasks.
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