Copyright 2025 ArthaShield Open Collective

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy at

http://www.apache.org/licenses/LICENSE-2.0

ArthaShield Explainability Engine

An open-source project by the ArthaShield Collective to make AI reasoning transparent and human-understandable — for regulators, developers, and citizens.

Vision

AI systems influence decisions in banking, finance, insurance, and governance.
The Explainability Engine bridges the gap between complex model reasoning and the clarity required by oversight teams.

Current MVP

• Backend: FastAPI or Java Spring Boot service that parses model traces
• Frontend: React dashboard to visualize insights
• Output: Plain-language summaries, confidence scores, and risk highlights

Why Co-Create

This initiative welcomes contributors from India and beyond to:

• Build transparent AI together
• Create open explainability standards
• Develop community-owned tools for regulators and enterprises

Getting Started

git clone https://github.com/arthashield/explainability-engine.git
cd explainability-engine
# backend
pip install -r requirements.txt
uvicorn app.main:app --reload
# frontend
npm install
npm start