Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions

Commercial Realization

Startups and Open Source tools heavily associated with the concepts explored in this paper.

• GitHub
  BigBodyCobain/Shadowbroker
  Open-source intelligence for the global theater. Track everything f...
• GitHub
  FreedomIntelligence/OpenClaw-Medical-Skills
  The largest open-source medical AI skills library for OpenClaw🦞.
• Product Hunt
  JusticeFlow - AI-Powered Legal Practice
  Legal Practice Management with AI-Powered Intelligence
• Product Hunt
  ChatGPT Ads by Gauge
  The intelligence layer for ChatGPT Ads

Associated Media Narrative

• Deepfakes and malware: AI menu grows longer for threat actors, causing headaches for defenders
  SiliconANGLE News • Apr 3, 2026
• Gemma 4: The new standard for local agentic intelligence on Android
  Googleblog.com • Apr 2, 2026
• The Feedback Loop Is All You Need
  Zernie.com • Mar 31, 2026