Explore EPAI by subject. Some articles appear in more than one collection because technical, regulatory and ethical questions often overlap.

AI Fundamentals and news

How different AI technologies work and why their behaviour matters in quality systems.

• Understanding AI, Machine Learning, Deep Learning and Generative AI
• Static, Adaptive, Probabilistic or Deterministic AI

AI in GMP

Validation, pharmaceutical quality, human oversight and practical questions raised by AI.

• Can We Really Keep AI in a Validated State?
• Can AI Validate Itself?
• Static, Adaptive, Probabilistic or Deterministic AI
• AI in GMP: Are We Ready to Explain What We Are Doing?

Ethics & Responsibility

How responsibility, uncertainty, judgement and power feature in the adoption of AI.

• Before We Ask What AI Can Do
• Responsible Progress in the Age of AI
• Where Is Our Future Actually Being Shaped Today?
• The Ethics of What We Do Not Know
• Are We Building the Guardrails Fast Enough?
• Can AI Validate Itself?

Regulation & Governance

Regulatory expectations, guardrails and the ability to explain and control AI.

• Are We Building the Guardrails Fast Enough?
• AI in GMP: Are We Ready to Explain What We Are Doing?
• Can We Really Keep AI in a Validated State?
• Responsible Progress in the Age of AI

Prefer to explore how these ideas connect rather than read by category? The Reading Map offers a set of linked pathways.