I built a Self-Healing AI Agent platform (FastAPI + Docker) because I hate "wrappers"
The article describes the author's frustration with AI agent platforms that are just wrappers around OpenAI. They built Cyber AI Meld, a "Meta-Programming" engine that generates a full, production-ready backend from a user prompt.
Why it matters
This platform aims to provide a more robust and customizable alternative to existing AI agent platforms, which often lack transparency and control.
Key Points
- 1Cyber AI Meld is a platform that generates production-ready code (FastAPI, Docker) from user prompts
- 2It has a self-healing feature that automatically fixes syntax errors in the generated code
- 3The infrastructure uses a custom Sovereign Cloud setup with secrets in RAM and isolated environments for each agent
Details
The author built Cyber AI Meld as an alternative to AI agent platforms that are just thin wrappers around OpenAI. Cyber AI Meld is a "Meta-Programming" engine that takes a user prompt (e.g., "Legal Assistant with PDF RAG") and generates the full backend code (main.py, Dockerfile, requirements.txt, etc.). Before showing the user the generated code, the system runs a CI pipeline to check for syntax errors. If any issues are found, it automatically feeds the traceback back to the language model and fixes the code. This self-healing loop can run up to 3 times. The generated code is then deployed to a custom Sovereign Cloud infrastructure, which uses techniques like storing API keys in RAM and isolating each agent's environment to ensure security and reliability.
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