The Inner Critic
Agents that act without checking their work make catastrophic mistakes. Adding a Reflection step improves reliability by 30-40%.
A Self-Correcting Loop looks like this:
- Agent writes code.
- System runs code (it fails with an error).
- Agent reads the error and reflects: "Why did it fail? Ah, I used the wrong import."
- Agent writes corrected code.
🎯 Pro Tip: You can use a separate LLM (an "Evaluator" or "Judge" agent) to critique the main agent's work. Peer review works for AI too!