DENIA: Data-Efficient Next-experiment Intelligent Agent ======================================================= DENIA is an open-source agentic framework for AI-guided experimentation. It places a decision engine at the heart of any experimental campaign: intelligent agents understand your data as it is, uncertainty-aware models learn the landscape of what you have already measured, and active learning recommends the experiments most worth running next - with the loop tightening after every new result. The goal is to make AI-driven experimental optimization, until now the preserve of large industrial R&D platforms, available to every laboratory. .. toctree:: :maxdepth: 2 api Installation ------------ .. code-block:: bash pip install denia pip install "denia[agents]" # LLM-agentic ingestion and reporting