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AINETUS

Open-source AI for power grid operations, with humans in control.

AINETUS is an LF Energy Sandbox project. It grew out of the European research project AI4REALNET and brings its results together as reusable, open components for grid operators and researchers.

The current focus is congestion management: topology changes and redispatch, recommended by AI agents, explained to the operator, and decided by the operator.

What you will find here

Agents that propose actions for the grid. ExpertOp4Grid ranks and simulates topology actions from expert rules, with no training required. Reinforcement learning agents and their training setups live in the Grid2Op and T2.x repositories.

Explainability and uncertainty so recommendations can be judged. GridExplainer, the explainability dashboard and the uncertainty prediction module (conformal prediction for line-loading forecasts).

Operator interfaces that put context, recommendations and human judgement in one place. InteractiveAI and its API, plus Co-Study4Grid.

Scenarios and evaluation for reproducible experiments. grid2op-scenario, domain shift KPIs and agent-as-a-service with trace visualisation.

Most components build on Grid2Op. Each repository documents its own setup. Several are research prototypes; check the README before relying on one.

Get involved

Contributors include INESC TEC, RTE, TenneT, Fraunhofer IEE, IRT SystemX, Politecnico di Milano, University of Amsterdam, University of Kassel and enliteAI.

Popular repositories Loading

  1. ExpertOp4Grid ExpertOp4Grid Public

    Expert System agent to operate a power grid

    Jupyter Notebook 12 4

  2. InteractiveAI InteractiveAI Public

    Forked from IRT-SystemX/InteractiveAI

    Interactive AI Assistant Platform for Real-time Operations

    Python 5 10

  3. soft_label_gnn soft_label_gnn Public

    Jupyter Notebook 4 2

  4. T2.1_graph_neural_solver T2.1_graph_neural_solver Public

    Jupyter Notebook 1 1

  5. Expert_op4grid_recommender Expert_op4grid_recommender Public

    Expert system recommender based on ExpertOp4Grid principles. ⚡️ This tool analyzes power grid contingencies, builds overflow graphs, applies expert rules to filter potential actions, and identifies…

    Python 1 3

  6. Co-Study4Grid Co-Study4Grid Public

    an interface for an expert assistan making action recommendation on a grid snapshot

    TypeScript 1 1

Repositories

Showing 10 of 21 repositories
  • .github Public
    ainetus/.github's past year of commit activity
    0 0 0 0 Updated Sep 11, 2026
  • ainetus/RL_agent_failure_forecast's past year of commit activity
    Python 0 MPL-2.0 2 0 0 Updated Sep 11, 2026
  • ainetus/ainetus.github.io's past year of commit activity
    0 0 0 0 Updated Sep 11, 2026
  • InteractiveAI Public Forked from IRT-SystemX/InteractiveAI

    Interactive AI Assistant Platform for Real-time Operations

    ainetus/InteractiveAI's past year of commit activity
    Python 5 MPL-2.0 14 4 0 Updated Sep 11, 2026
  • RL-agent-uncertainty-prediction-module Public

    A framework for using Conformal Prediction to obtain intervals of uncertainty around line loadings forecasts

    ainetus/RL-agent-uncertainty-prediction-module's past year of commit activity
    Python 0 MPL-2.0 2 0 1 Updated Aug 20, 2026
  • ainetus/grid2op-scenario's past year of commit activity
    Python 0 2 1 0 Updated Aug 19, 2026
  • T2.1_deep_expert Public

    Expert Agent exploiting the expert knowledge during the training

    ainetus/T2.1_deep_expert's past year of commit activity
    Jupyter Notebook 0 MPL-2.0 1 0 0 Updated Aug 6, 2026
  • Co-Study4Grid Public

    an interface for an expert assistan making action recommendation on a grid snapshot

    ainetus/Co-Study4Grid's past year of commit activity
    TypeScript 1 MPL-2.0 1 6 1 Updated Aug 3, 2026
  • Expert_op4grid_recommender Public

    Expert system recommender based on ExpertOp4Grid principles. ⚡️ This tool analyzes power grid contingencies, builds overflow graphs, applies expert rules to filter potential actions, and identifies relevant corrective measures to alleviate line overloads.

    ainetus/Expert_op4grid_recommender's past year of commit activity
    Python 1 MPL-2.0 3 7 0 Updated Jul 28, 2026
  • ExpertOp4Grid Public

    Expert System agent to operate a power grid

    ainetus/ExpertOp4Grid's past year of commit activity
    Jupyter Notebook 12 MPL-2.0 4 10 1 Updated Jul 16, 2026

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