Update README.md

Author: sergioburdisso

README.md

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 [![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)
 [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/idiap/sdialog/)
 
+Quick links: [Website](https://sdialog.github.io/) • [GitHub](https://github.com/idiap/sdialog) • [Docs](https://sdialog.readthedocs.io) • [API](https://sdialog.readthedocs.io/en/latest/api/sdialog.html) • [Demo (Colab)](https://colab.research.google.com/github/idiap/sdialog/blob/main/tutorials/demo.ipynb) • [Tutorials](https://github.com/idiap/sdialog/tree/main/tutorials) • [Datasets (HF)](https://huggingface.co/datasets/sdialog) • [Issues](https://github.com/idiap/sdialog/issues)
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 SDialog is an MIT-licensed open-source toolkit for building, simulating, and evaluating LLM-based conversational agents end-to-end. It aims to bridge agent construction → user simulation → dialog generation → evaluation in a single reproducible workflow, so you can generate reliable, controllable dialog systems or data at scale.
 
 It standardizes a Dialog schema and offers persona‑driven multi‑agent simulation with LLMs, composable orchestration, built‑in metrics, and mechanistic interpretability.
 
-Quick links: [Website](https://sdialog.github.io/) • [GitHub](https://github.com/idiap/sdialog) • [Docs](https://sdialog.readthedocs.io) • [API](https://sdialog.readthedocs.io/en/latest/api/sdialog.html) • [Demo (Colab)](https://colab.research.google.com/github/idiap/sdialog/blob/main/tutorials/demo.ipynb) • [Tutorials](https://github.com/idiap/sdialog/tree/main/tutorials) • [Datasets (HF)](https://huggingface.co/datasets/sdialog) • [Issues](https://github.com/idiap/sdialog/issues)
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 <p align="center">
   <img src="https://raw.githubusercontent.com/idiap/sdialog/master/docs/_static/sdialog-modules.png" alt="SDialog Logo" title="SDialog" height="650" />
 </p>