This matches what I've seen too. I spent time building multi step agent pipelines early on and ended up ripping most of it out. A single well prompted call with good context does 90% of the work. The coordination overhead between agents isn't just a cost problem it's a debugging nightmare when something goes wrong and you're tracing through 5 agent handoffs.