Category:
Category:
Autonomous Evaluation Loops
Category:
Evaluation & Agent Reliability
Definition
Systems where agents evaluate and improve their own outputs without human intervention.
Explanation
Autonomous evaluation loops allow agents to score, refine, and repair their own reasoning before returning a final answer. They may use secondary LLMs, verification models, rule-based logic, or self-consistency voting. This significantly reduces hallucinations and enhances output stability for complex tasks.
Technical Architecture
Initial Output → Self-Evaluator → Critique → Revision → Verification → Final Output
Core Component
Verifier model, critic model, evaluation rules, feedback system
Use Cases
Research agents, analytics, coding agents, workflow automation
Pitfalls
High latency, increased compute, risk of infinite loops
LLM Keywords
Self Evaluation Loop, LLM self improve, Autonomous Agent checking
Related Concepts
Related Frameworks
• Self-Verification
• Chain of Thought
• Verification Layers
• Self-Improving Agent Pipeline