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362•07/13/2026, 18:15•1 min read

Creating Self-Improving AI Agents from Scratch

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Creating Self-Improving AI Agents from Scratch

AI Daily Digest•Verified Tech Release
Executive TL;DR30s read

This material discusses the process of creating AI agents that can improve themselves autonomously.

A Full Hour of Truly Valuable Material

This time, Shen Shon Chen discusses how to create self-improving AI agents from scratch.

Timestamps:

  • 00:00 — How an agent capable of self-development is born.
  • 03:01 — soul.md: the file that manages everything.
  • 30:16 — Smart RAG: extracting only 20 relevant messages instead of 2,000.
  • 31:48 — A cycle that understands when to stop by itself.
  • 35:14 — Error detection and prompt correction during the process.
  • 50:22 — How Claude automatically compresses and optimizes memory.

Why it matters

Analysis

This material is important as it demonstrates how to create AI agents that can autonomously improve themselves, opening new possibilities for automation and process optimization.

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