yan-elena / agent-explanation

The narrative generator component of the multi-level explainability framework for BDI multi-agent systems

Home Page:https://yan-elena.github.io/agent-explanation/

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Narrative Generator Component

This repository contains a prototype implementation of the Narrative Generator for our research project A Multi-Level Explainability Framework for BDI Agents. You can directly access the deployed web application here.

A Multi-Level Explainability Framework for Engineering and Understanding BDI Agents

The primary levels of abstraction identified in this study are as follows:

  • The Implementation Level: a detailed narrative closely related to the Agent and Multi-Agent Systems for debugging and testing.
  • The Design Level: a level that describes the agent behaviour regardless of its implementation for analysis and verification.
  • The Domain Level: a high-level narrative that explains the behaviour with reference to the domain and requirements of the system - (work in progress).

Usage

1a. Try it out at https://yan-elena.github.io/agent-explanation without installing anything.

1b. If you wish to use it locally, you need Node.js installed. Then you can follow the instructions below. Install all dependencies required with:

npm install

Start the react development dashboard with:

npm start

Reach http://localhost:3000/agent-explanation from your browser to access the dashboard.

  1. Following the instructions presented in the Logger Component to generate the log files of your Jason or JaCaMo project. Once you have the log files, you can upload them to the Home Page.
  1. At this point, you can select the level to inspect for each agent in the system.

Features

Narrative at the Implementation Level

A detailed and technical level that follows Jason's operational semantics and reasoning cycle.

Narrative at the Design Level

A higher level that narrates the agent's decisions following its cognitive abstraction according to the Belief-Desire-Intention model.

Explanation of a specific event

Some events are associated with an explanation of a previous event that caused it.

Examples

You can also use the log files in the /examples folder generated for the alice-bob and domestic-robot(repo) running examples to try our multi-level explainability framework.

About

The narrative generator component of the multi-level explainability framework for BDI multi-agent systems

https://yan-elena.github.io/agent-explanation/

License:GNU General Public License v3.0


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