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.

• API reference
  • Campaign
  • Schema and ingestion
  • Agents
  • Featurization
  • Models and acquisition
  • Objectives, generation, persistence
  • Insights
  • Benchmark

Installation

pip install denia
pip install "denia[agents]"   # LLM-agentic ingestion and reporting