Insights

Notes on product, AI in production, and shipping. Older delivery-systems pieces stay here as archive, not as the offer.

White paper

October 2026

The Adaptive Enterprise Loop

How strategic intent, flow coordination, and value delivery connect through system learning, so an organisation can adapt without chaos or waste.

Read the paperDownload PDF

Latest posts

· 15 min read

Vibe Coding Gets You a UI. Context Engineering Gets You a Product

Vibe coding can get you from an idea to a convincing interface quickly. The real value of AI-assisted development comes from giving coding agents the context, data access and guardrails needed to engineer a working product system.

Read

· 7 min read

Layered OKRs and Flight Levels: Make Every Task Traceable to Strategy

Most companies are "busy" but not moving the needle. Layered OKRs combined with Flight Levels give you a simple way to make every team work item traceable to a strategic objective.

Read

· 3 min read

Jobs to Be Done: Stop Guessing, Start Solving Real Problems

JTBD is a powerful lens for product strategy, but most teams misuse it as a persona enhancer or feature wishlist tool. Here’s how to apply Jobs to Be Done to build products that actually get hired.

Read

· 4 min read

The Agile Manifesto Isn't a Process, it's a Description of System Characteristics

The Agile Manifesto isn't a methodology or process, it describes the system characteristics that enable true agility. Learn why agility is a system property, not a set of rituals.

Read

· 5 min read

Adaptability vs Predictability: Building an Organizational System for the Future

Discover how to design an organizational system that incentivizes adaptability and outcomes, resulting in increased predictability even in uncertain environments.

Read

· 4 min read

Is SAFe Really Agile? A Systems Thinking View

SAFe positions itself as an agile framework for the enterprise, but its structure often reinforces the very waterfall mindsets it claims to replace. Here’s a critical look at SAFe through the lens of systems thinking, continuous delivery, and modern engineering practices.

Read

· 4 min read

Will AI Take My Job? A Realistic Look at the Future of Work

Explore whether AI will take over jobs, what roles are at risk, and how we can adapt to thrive in an AI-powered world.

Read

· 5 min read

AI and the Future of Customer Experience: Hyper-Personalization at Scale

Explore how AI is transforming customer experience (CX) by enabling hyper-personalization, making every interaction more tailored, relevant, and impactful.

Read

· 4 min read

What is AI? A Friendly Guide to Artificial Intelligence

Discover what AI is, how it works, and why it's transforming industries worldwide in this simple yet comprehensive guide.

Read

External publications

Also published on Institute of Project Management