Loop & Retry Blog Focuses on Real-World LLM Agent Failures and Fixes

A new technical blog called Loop & Retry has launched to document practical lessons from building large language model agents in production environments. The blog's author argues that most existing content on LLM agents showcases polished demos rather than addressing how systems behave under real-world conditions. Each post is structured to show both the failure and the corresponding fix, distinguishing between a demo that works once and a system that must fail gracefully. Content is organized around six pillars including context engineering, tool design, evaluations, and cost management. New posts are published one to two times per week and are available via RSS.