The author shares insights from creating a unified coding agent harness, pi-ai, after years of frustration with existing tools. He emphasizes the importance of context management and offers technical details on API integration and model interoperability. The article also discusses challenges faced with self-hosting and API peculiarities.

This repo lets you query multiple large language models (LLMs) and see their individual responses side by side. It then has them review and rank each other's outputs, with a designated Chairman LLM providing the final answer. The project is a simple, local web app meant for exploration and comparison of LLMs.