
From Black Box to Glass Box: UX Patterns for AI Transparency
AI transparency UX is not about exposing models, but designing trust. Learn how progressive disclosure and explainable design turn black box AI into glass box systems.

AI transparency UX is not about exposing models, but designing trust. Learn how progressive disclosure and explainable design turn black box AI into glass box systems.

AI Weekly News (Jan 5–9, 2026): Big Tech doubles down on AI infrastructure, agentic systems move into deployment, regulators signal tougher enforcement, regional AI models gain attention, and workforce transformation accelerates.

How product thinking changes when AI is part of the product — from probabilistic systems to uncertainty management and outcome-driven design.

A strategic comparison of AI governance models across the EU, UK, US, and China — explaining how regulation, innovation, and ethics shape global AI leadership.

Weekly AI News (Dec 29, 2025–Jan 2, 2026): Meta buys Manus, Google ships Gemini 3 Flash + verification tools, SoftBank bets on AI infrastructure, and the EU faces new synthetic media scrutiny.

Why proprietary data—not AI models—is the real competitive advantage. A strategic guide for leaders building sustainable AI advantage through data foundations.

A strategic AI framework for digital leaders in 2026 to separate hype from real business value, using evidence, explainability, and measurable outcomes.

Introduction The final full week before the end of 2025 was lighter on headline-grabbing launches, but still revealing. As companies, regulators, and researchers wrapped up

The EU AI Act changes how AI products must be designed. Here’s what UX designers need to know about high-risk AI, explainability, and compliance-by-design.

A practical engineering guide to machine learning algorithm types—supervised, unsupervised, and reinforcement learning—and how to avoid overfitting vs underfitting in real systems.

Weekly AI News (Dec 15–19, 2025): OpenAI releases GPT-5.2; Nvidia acquires SchedMD and unveils open source models; Amazon restructures AI leadership; UK report finds one-third of citizens use AI for emotional support.

Human agency is the real differentiator in AI UX. Learn how to design human-in/on/off-the-loop systems with oversight, contestability, and trust.
Ocasionally, I’ll share practical frameworks and tools you can apply right away.