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April 2026

  • Technology

Policy makers are increasingly calling for “Right to Explanation” clauses in global AIgovernance statutes.

Steven HaynesApril 29, 2026May 22, 20260

The Right to Explanation: Navigating Transparency in the Age of AI Governance Introduction For decades, algorithmic decision-making operated as a…

  • Technology

Future XAI research must prioritize the development of explanations that are both scientifically robust and intuitive.

Steven HaynesApril 29, 2026May 22, 20260

Outline Introduction: The “Black Box” dilemma in modern AI and the tension between accuracy and interpretability. Key Concepts: Defining scientific…

  • Technology

High-stakes medical decisions demand that algorithms provide rationales compatible with established clinical guidelines.

Steven HaynesApril 29, 2026May 9, 20260

Article Outline Introduction: The “Black Box” problem in clinical AI and the shift toward Explainable AI (XAI). Key Concepts: Defining…

  • Technology

Measuring the “utility” of an explanation is difficult, as it depends on user behavior and outcomes.

Steven HaynesApril 29, 2026May 9, 20261

Outline Introduction: The “Black Box” problem and why accuracy isn’t enough. Key Concepts: Defining Utility vs. Fidelity and the User-Centric…

  • Technology

Deploying eXplainable AI (XAI) in healthcare requires balancing diagnostic precision with clinical interpretability.

Steven HaynesApril 29, 2026May 9, 20260

The Black Box Dilemma: Balancing Diagnostic Precision and Clinical Interpretability in Healthcare AI Introduction Artificial Intelligence has moved from the…

  • Technology

Long-term human-AI collaboration requires iterative feedback loops to refine the quality of explanations.

Steven HaynesApril 29, 20260

The Architecture of Alignment: Why Long-Term Human-AI Collaboration Demands Iterative Feedback Loops Introduction The promise of artificial intelligence is no…

  • Technology

Challenges in High-Stakes XAI Deployment—————————————————-.

Steven HaynesApril 29, 2026May 9, 20261

Outline Introduction: Defining the XAI gap in high-stakes industries like healthcare, finance, and autonomous systems. Key Concepts: Distinguishing between local…

  • Technology

Resilience against such manipulations is a core component of enterprise-grade AI security architectures.

Steven HaynesApril 29, 2026May 9, 20260

Resilience Against Adversarial Manipulation: Building Enterprise-Grade AI Security Architectures Introduction The rapid integration of Large Language Models (LLMs) and generative…

  • Business

Continuous integration processes automate the generation of compliance documentation based on XAI outputs.

Steven HaynesApril 29, 2026May 22, 20260

Outline Introduction: The intersection of DevOps speed and regulatory rigor. Key Concepts: Defining CI/CD, XAI (Explainable AI), and Automated Compliance….

  • Technology

Adversaries can sometimes craft inputs that trick XAI tools into providing misleading,benign-looking explanations.

Steven HaynesApril 29, 2026May 22, 20260

The Adversarial Mirage: How Manipulation Tactics Compromise Explainable AI Introduction Artificial Intelligence has moved beyond the “black box” phase. To…

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