The AI Productivity Mirage: When More Output Does Not Mean More Value
AI can inflate output without improving outcomes. This article explains why weak metrics, faster generation, and shallow review create a productivity mirage.
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Artificial Intelligence, page 2 of 2
Artificial Intelligence (AI) is changing how software is produced, found, and governed, but not every claim survives contact with real engineering work. The writing here separates useful applications from hype, and pays particular attention to judgement, organisational risk, and what still needs a responsible human owner.
The AI Productivity Mirage: When More Output Does Not Mean More Value. 
AI Will Be OK If We Stop Treating It Like Magic. AI Will Be OK If We Stop Treating It Like Magic
AI will be OK if teams treat it as real technology, not magic, with adoption shaped by judgement, skills, governance, shared access, and careful autonomy.
What is Artificial Superintelligence (ASI)? What is Artificial Superintelligence (ASI)?
Artificial superintelligence means AI that broadly outperforms humans, not just a better chatbot. What ASI means, why it matters, and what remains uncertain.
What AEO is, and How It Fits with SEO and GEO. What AEO is, and How It Fits with SEO and GEO
AEO explained alongside SEO and GEO, covering answer engines, featured snippets, AI answers, content structure, measurement, and practical workflow.
The AI Layoff Trap: When Local Efficiency Becomes Systemic Fragility. The AI Layoff Trap: When Local Efficiency Becomes Systemic Fragility
AI automation improves productivity, but unmanaged labour displacement risks weaker demand, brittle organisations, concentrated gains, and a race to the bottom.
Responsible AI Needs an Owner. Responsible AI Needs an Owner
Responsible AI becomes real only when decision ownership, data handling, audit trails, exceptions, procurement, and support are assigned to people.
GEO vs. SEO: Where They Overlap, and Where They Don't. GEO vs. SEO: Where They Overlap, and Where They Don't
GEO and SEO overlap, but they are not interchangeable. This article breaks down where they meet, where they differ, and how websites need to adapt.
Enterprise AI Delivery Starts After the Pilot. Enterprise AI Delivery Starts After the Pilot
Enterprise AI delivery usually fails after the demo, when ownership, governance, support, procurement, data access, and measurement have to become real.
What GEO is, and Why It is Not Just SEO for AI. What GEO is, and Why It is Not Just SEO for AI
What GEO is, where it overlaps with SEO and AEO, and why crawlability, evidence, structure and practical judgement matter more than AI tricks.
Agentic Systems Do Not Fix Weak Service Boundaries. Agentic Systems Do Not Fix Weak Service Boundaries
Agentic systems do not replace service design. They expose weak contracts, permissions, observability, retries, state ownership, and workflow boundaries.
Ethical AI, Sustainability and the Future of Web Development. Ethical AI, Sustainability and the Future of Web Development
AI has ethical and environmental costs. Here, I examine its sustainability, responsible use, and whether artificial intelligence could ever replace developers.
Ethical AI in Web Development: AI’s Impact on Developers and the Industry. Ethical AI in Web Development: AI's Impact on Developers and the Industry
AI is reshaping web development, but is it helping or harming the industry? I explore its impact on developers, security, and the future of hiring.
AI in Web Development: Useful, but Not Magic. AI in Web Development: Useful, but Not Magic
A practical look at AI in web development, where it helps, where it creates review burden and why generated code still needs senior judgement.
Will AI Replace Front‑End Developers? Will AI Replace Front‑End Developers?
Will AI replace front‑end developers? This article separates routine automation from judgement, accessibility, browser knowledge, product context, and UX.