Manual coding as the primary activity in software development is ending.

Developers will not spend most of their time writing code. They will review, steer and constrain what AI systems produce. The bottleneck shifts from typing syntax to defining context, boundaries and intent.

When code can be generated instantly, the leverage moves to the system around it. Your internal developer platform, your golden paths, your compliance controls, your deployment standards and your observability become the real foundation of product development.

Without a strong platform, AI accelerates fragmentation. Different tools, inconsistent environments and ad hoc processes will compound into chaos at machine speed. With standardized workflows and paved roads, AI becomes a multiplier for quality and consistency instead of risk.

At the same time, each developer will likely be responsible for more software than ever before. As output increases, cognitive load must decrease. That means less variability, fewer bespoke setups and stronger defaults. The complexity of the systems must go down even if the volume of code goes up.

Internal developer platforms are no longer a productivity initiative. They are a prerequisite for succeeding in the AI era of software development.