Agent Orchestration Beats the Monolithic Model
One giant model answering one prompt is the wrong shape for real engineering. Orchestrated agents — planning, coding, reviewing in parallel — are the right one.
By WebASI Research
Real engineering work is not a single inference. It is a graph of dependent decisions: understand the goal, break it down, implement pieces, test them, review, integrate, and repeat.
Why a single call falls short
Asking one model to do all of that in a single response forces it to compress a multi-step process into one shot. It cannot run the code it just wrote, read the failure, and try again — the exact loop that makes human engineers effective.
Orchestration as the unit of intelligence
Instead we treat orchestration as the unit of intelligence. A planner decomposes the task. Implementer agents work in parallel across files and services. A reviewer checks the result against the plan. A runner executes and feeds errors back in.
The intelligence lives in the coordination as much as in any single agent — and it scales horizontally across cloud and on-prem compute.