The agent loop you’ll keep rebuilding

📰 Medium · LLM

Learn to identify and improve the agent loop in production, a crucial component of AI agents that can break down without proper evaluation and memory

intermediate Published 27 Apr 2026
Action Steps
  1. Identify the agent loop in your AI system using tools like vector databases and RAG search
  2. Evaluate the performance of your agent loop in production using metrics like accuracy and latency
  3. Configure memory and tool-use parameters to optimize agent loop performance
  4. Test the robustness of your agent loop under different scenarios and edge cases
  5. Apply iterative improvements to the agent loop based on evaluation results
Who Needs to Know This

AI engineers and researchers can benefit from understanding the agent loop to improve the performance and reliability of their AI systems, while product managers can use this knowledge to inform design decisions

Key Insight

💡 The agent loop is a critical component of AI systems that can break down in production without proper evaluation and memory, highlighting the need for iterative improvement and testing

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🤖 Improve your AI agent's performance by optimizing the agent loop! 📈

Key Takeaways

Learn to identify and improve the agent loop in production, a crucial component of AI agents that can break down without proper evaluation and memory

Full Article

Tool-use, memory, evaluation, and where it breaks in production. Continue reading on Medium »
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