---
title: "LLM Confidence Chat Interface"
draft: true
date: 2024-06-01
tags: ["Python", "ML", "Full-Stack"]
summary: "A chat interface making LLM confidence scores accessible to non-technical users."
code: "https://github.com/yourusername/project"
demo: "https://demo.example.com"
---

## Problem

Non-technical users have no way to assess how confident an LLM is in its responses.

## Approach

Built an interactive chat interface integrating lm-polygraph for
uncertainty estimation with an intuitive visualization layer.

## Tech Stack

- Python, FastAPI
- lm-polygraph
- React

## Challenges & Learnings

Translating probabilistic outputs into user-friendly visual indicators
while keeping the interface responsive.