Back then, when building products, everything was clear in my head.
The requirements. The vision. The architecture.
I knew what to build and exactly where it should live in the system.
And I kept wondering:
If the solution is already designed in my mind, what if something could just write the code for me?
Now it can.
AI coding agents execute the implementation layer.
Boilerplate. Repetitive logic. Standard integrations.
The parts that consume time but do not require deep judgment.
My role has changed.
I focus on system design, tradeoffs, edge cases, and product alignment.
I invest my thinking where it actually creates leverage.
This is not about avoiding code.
It is about moving up the abstraction layer.
When AI handles execution, engineers can concentrate on architecture.
The advantage is no longer speed of typing.
It is clarity of thought.
For product-oriented engineers, this shift is structural.
Your value compounds when you design better systems and guide the agent with precision.
AI does not replace engineering.
It increases the return on strong engineering judgment.
That transition is reshaping how modern software gets built.