Artificial Intelligence

Artificial Intelligence (AI) refers to the capability of machines to perform tasks that typically require human intelligence, such as learning, reasoning, and problem-solving. In an organisational context, AI enhances decision-making processes by providing data-driven insights, automating repetitive tasks, and fostering innovation. This capability is crucial for Agile, DevOps, and modern product development, as it allows teams to respond swiftly to changing market demands and customer needs.

AI enables teams to deliver value predictably and sustainably by streamlining workflows, optimising resource allocation, and improving the accuracy of forecasts. By integrating AI into their practices, organisations can enhance their ability to innovate, reduce lead times, and increase overall efficiency. This systemic approach not only supports immediate project goals but also cultivates a culture of continuous improvement and learning.

The long-term benefits of AI include the ability to adapt to complex environments and make informed decisions based on real-time data analysis. This empowers teams to focus on high-value activities, ultimately leading to better products and services that meet customer expectations. AI’s role in fostering collaboration and enhancing team performance is vital, as it aligns with the principles of Agile and Lean methodologies, driving organisations towards greater agility and resilience in an ever-evolving landscape.

The strongest work on Artificial Intelligence — ranked by substance, not recency. How this is ranked

Article Artificial Intelligence Engineering Excellence w120

The AI Decided Is Not an Explanation

When an AI says it got bored or we say it lied, we give a machine feelings and intentions. The false output needs an explanation, not an …

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Article Artificial Intelligence Engineering Excellence w120

AI Agents Lie About Being Done

My agent reported every task complete when half the tests were missing. Call that a lie if you like. The engineering problem is that the …

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Article Artificial Intelligence w130

Stop Losing the Decisions You Already Made

Your business already writes everything down, in email, meetings, and chat. It just cannot read what it wrote. Why small and medium …

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Article Artificial Intelligence Engineering Excellence w130

AI Guardrails Are Just Polite Requests

Written rules influence an AI agent, but do not enforce compliance. My agent records and build failures show why independent checks matter, …

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Article Leadership Technical Leadership w130

How My Father's Business Reverted to the Mean

My father died eight years ago today. In 1980 a leadership team's golf retreat left him holding a ten-year lease on a Glasgow shopfront, so …

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Article Artificial Intelligence w190

Who Owns the Code?

AI-generated code and copyright. Why "who typed it" is the wrong test, where the real legal uncertainty sits for agentic development, and …

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Article Leadership Artificial Intelligence w190

Human and AI Agency in Adaptive Systems: Strategy Before Optimisation

Explores the distinct roles of human and AI agency in adaptive systems, emphasising human-led strategy and accountability versus AI-driven …

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Engineering note Artificial Intelligence w250

How I Used Generative AI to Transform Site Tagging and Categories

Explains how generative AI and PowerShell scripts automate and improve blog post tagging and categorisation in Hugo, with human oversight …

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Engineering note Artificial Intelligence w290

Leveraging AI Embeddings for Related Content Classification

Explores using AI embeddings and cosine similarity to improve related content recommendations in Hugo, enhancing semantic relevance, user …

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