AI & ML Research 8 Hours

Last updated: August 6, 2026, 11:32 AM ET

AI Agents and Debugging

A Python tool-calling agent was constructed using a minimal loop, incorporating real API calls, validation, compact outputs, and trace evidence. This approach was taken before integrating a formal agent framework. Debugging such agents can be challenging due to the complexities of their interactions.

RAG and Document Intelligence

A technique called "loop engineering" is being used to address issues in Retrieval-Augmented Generation (RAG) systems where answers might point to other sections of a document instead of providing direct information. This involves the pipeline looping back to fetch linked context when the initial answer refers elsewhere. This method aims to improve the accuracy and completeness of RAG outputs for enterprise document intelligence.