---
title: 'Automata from Agent Traces'
short_desc: 'Compact automata from LLM agent traces for failure and next-step prediction'
emoji: 🔁
colorFrom: blue
colorTo: gray
sdk: docker
pinned: false
app_port: 7860
tags:
  - research-article-template
  - research paper
  - data visualization
  - agents
  - interpretability
---

# Automata from Agent Traces

Interactive research article. Built with Astro; served static via nginx.