How It Works
Self-Modifying Prompts enable AI agents to literally rewrite their own thinking patterns based on performance feedback.
The 5-Agent System
- Architect Agent: Designs system solutions
- Buyer Agent: Evaluates from user perspective
- Evaluator Agent: Analyzes solution quality
- Goddess Agent: Makes final selection decisions
- Optimizer Agent: Improves and refines solutions
The Evolution Process
After each round:
- Agents analyze each other’s performance
- They propose improvements to each other’s instructions
- System accepts beneficial changes (25% acceptance rate)
- Evolution happens automatically
- AI gets progressively smarter
Validated Results
Shopping Assistant Test: Over 9 rounds, the system evolved from “overwhelming and complex” (Round 1) to simple, privacy-focused, user-centric solutions (Round 9) with zero human intervention.
The Breakthrough
This is not incremental improvement—it’s emergent intelligence. The collective system demonstrates capabilities that exceed any individual agent, autonomously discovering solutions not explicitly programmed.