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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Leadership, page 2 of 2
Leadership in engineering is the work of improving how teams think, decide, and deliver together. In practice that usually means setting standards, clarifying priorities, mentoring senior people, shaping technical direction, and turning difficult engineering truths into decisions the wider organisation can actually use.
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.
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.
How to Vet a Senior Next.js Developer for a Replatform or Recovery Project. How to Vet a Senior Next.js Developer for a Replatform or Recovery Project
How to vet a senior Next.js developer for replatforming, recovery, SEO, performance, CMS, Vercel, and production debugging work.
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.
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.
Deep Tech Needs Translation, Not Simplification. Deep Tech Needs Translation, Not Simplification
Deep tech communication should reduce avoidable opacity without pretending hard problems are simple, commercially ready, risk‑free, or easy to deliver.
Fixed Quote, Day Rate, or Retainer: Buying Senior Web Development Work. Fixed Quote, Day Rate, or Retainer: Buying Senior Web Development Work
Fixed quote, day rate, and retainer pricing for senior web development, explained through scope, risk, delivery, ownership, and platform quality.
Freelancer, Agency, or Lead‑Level Contractor: Which Fits a Serious Web Platform Project? Freelancer, Agency, or Lead‑Level Contractor: Which Fits a Serious Web Platform Project?
How to choose between a freelancer, agency, or lead‑level contractor for serious web platform work, with a focus on risk, ownership, and delivery.
The Differences Between Lead and Senior Roles in Front‑End Development. The Differences Between Lead and Senior Roles in Front‑End Development
Lead and senior front‑end roles overlap, but they are not the same job. This article looks at delivery, ownership, mentoring, and decision‑making.