AI Software Development

Vibe coding lets you ship software by describing what you want in plain language, but the real failure isn’t bad code — it’s requirement drift. You start with a clear intent, and within a few long sessions the goal quietly buries itself under debugging noise, and neither the model nor you can reconstruct what you actually wanted. A requirement ledger — a versioned record of intent, constraints, and decisions kept in the repository — externalizes that memory and keeps every new session anchored to the original purpose. ...

The unit economics of software development are undergoing a structural transformation. For decades, the fundamental cost of building software was human coordination — the overhead of aligning developers, managing dependencies, and communicating across teams. AI is now rewriting that equation. By early 2026, technical workers self-report a median 1.4x to 2x value increase from AI tools, and 52% of developers say AI has positively affected their productivity. But the data tells a more complex story — one of perception gaps, measurement challenges, and a strategic landscape that rewards speed over headcount reduction. ...