Practical insights for teams building better software.
Vibe coding ships fast. Spec-driven development ships reliably. The question isn't which one is better — it's understanding when each approach breaks down, and what enterprise teams need to prove ROI on AI-assisted delivery.
Software testing isn't just a quality gate — it's a business risk management discipline. Here's how each major testing type maps to real commercial outcomes, and how to decide which ones deserve your investment.
Generative AI has moved from a novelty in QA tooling to a genuine shift in how teams write, maintain, and run tests. Here is what the 2026 landscape actually looks like — and what engineering leaders should do about it.