Most teams that adopt an AI coding or operations assistant eventually reach the same conclusion:

The model is rarely the bottleneck. The bottleneck is context.

A capable model with the wrong context produces a confident, generic answer. The same model with the right context can produce something an engineer can actually use.

So the practical...