Engineering/ 22 min read

Agentic RAG & Self-Healing Codebases

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FutureSelf Engineering

April 17, 2026

Agentic RAG & Self-Healing Codebases

The ultimate dream of the Vibe Coder is a system that heals itself in the middle of the night without waking a human.

The Self-Healing Loop

By combining Agentic RAG (Retrieval Augmented Generation) with autonomous agents, we create codebases that can detect an error in the logs, find the relevant documentation, and submit a PR to fix the bug—all before you wake up for your morning visualization.

Knowledge Persistence

A self-healing codebase needs a "Memory Layer"—a place where it stores the results of past successful fixes so it doesn't have to re-solve the same problem twice.

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