Software Engineering Articles

Same Lifecycle, Different Mindsets: Game vs Web2 vs Web3 Development

March 17, 2026

19 mins

Same Lifecycle, Different Mindsets: Game vs Web2 vs Web3 Development

Although game applications, Web2 applications, and Web3 applications all follow the same software development lifecycle, the engineering mindset behind each stage is very different. In this article, I use Web2 as the baseline, then walk through how games and Web3 change the priorities, constraints, risks, and trade-offs across requirements, design, development, testing, deployment, and monitoring.

AI confidence, 0 accountability: the new “project risk” nobody talks about

AI can generate plans, code snippets, and polished roadmaps in seconds—but it doesn’t automatically carry the consequences: integration constraints, security, testing, deployment, and long-term maintenance. That’s how “AI confidence + 0 accountability” shows up in real projects: timelines that sound convincing, scope that quietly assumes away the hard parts, and prototypes that get mistaken for production. The antidote is simple: confirm features first, lock an MVP scope, write acceptance criteria, then design the system and implement.