Thoughts on AI, Product & Digital Leadership

Data Pipelines Are the Real AI Product: Why Models Commoditise but Pipelines Compound Value

AI models commoditise quickly. Data pipelines don’t. Why robust AI data pipelines are the real product — and the true source of long-term advantage.

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 Weekly News: Week of January 5–9, 2026

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

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

AI Governance Frameworks Compared: How the EU, UK, US, and China Regulate and Innovate with AI

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

AI Weekly News: Week of December 29, 2025 – January 2, 2026

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 in 2026

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: How to Separate Hype from Real Business Value

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

Week of December 22–26, 2025: Major AI News Highlights

From GDPR to the EU AI Act: What UX Designers Need to Prepare For

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.

Machine Learning Algorithm Types Explained: A Practical Guide for Engineers in 2025

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

Week of December 15–19, 2025: Major AI News Highlights

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.