AI-native engineering: Why leaders must redefine value

For decades, software engineering has evolved through a series of incremental improvements. Faster development cycles, cloud infrastructure, automation tools, and agile methodologies have all helped organisations build software more efficiently. Yet the fundamentals remained unchanged. Humans defined requirements, wrote code, tested applications, and managed delivery, while technology supported the process.

Artificial intelligence is changing that equation. Much of the current conversation around AI in software development focuses on productivity gains. AI can generate code, automate testing, create documentation, and accelerate routine tasks.