AI

AI’s growing appetite for energy may have an unexpected answer: biology itself. But if biocomputing eventually makes intelligence cheap, personal and even integrated with the human mind, the bigger question is no longer how we power AI—it is what we choose to become.

What begins as a concern about relying too heavily on AI becomes a deeper inquiry into cognitive outsourcing, trust, bias and intellectual ownership. This article documents an actual human–AI exploration of where assistance ends, dependence begins and responsibility for thought ultimately resides.

I have been building production websites with AI assistance since 2023—long before “vibe coding” became a fashionable term. After three months of using both Codex and Claude Code extensively, I reached a clear conclusion: vibe coding is not the problem. The real question is whether the agent understands the assignment, respects constraints and can complete production work without creating more problems than it solves.

A thought experiment on what generative tools reveal about where invention really lives.

AI has become ambient — embedded in the majority of enterprise software shipping in 2026 — yet only a third of organisations have an agent genuinely running in production. The gap between adoption and value comes down to discipline. Here's a five-part framework for closing it, and why the returns compound for businesses that start now.