Making AI Useful: Grounding an LLM in Application State

Short deck placeholder. Summarize the application state problem, the AI interaction model, and the result.

Context

Paragraph placeholder. Describe the data explorer workflow and why generic chat behavior was not enough.

Paragraph placeholder. Add notes about user intent, structured data, state, and response validation.

Implementation Notes

Paragraph placeholder. Explain how application state is exposed to the model and how outputs are constrained. 

const placeholderState = {
  selectedDataset: "replace with real dataset",
  activeFilters: [],
  userQuestion: "replace with real prompt"
};

Interaction Diagram

Caption placeholder for request flow, state grounding, or UI response diagram.

What Changed

Paragraph placeholder. Describe the practical UX improvement and what you would test or improve next.