When we started noticing patterns in our agent logs back in May 2025, something caught our attention. Users were asking agents for comprehensive, multi-step tasks, expecting depth, but they were getting surface-level answers or context window errors instead. More interesting: the agents were trying to help, spontaneously inventing filesystem-like syntax

In the world of AI agents, the ability to understand and analyze structured data is a game-changer. While large language models excel at understanding natural language, they struggle with quantitative analysis when data is presented as unstructured text. This is where Query Tables comes in – a powerful feature that enables