I would also add that context and tools are the product. This is super important to correctly tune the tools and details matter (ok you can also argue that tools are context in some way)

Exactly. The main thing is that it is easy to underestimate the impact of the context and proper tools. Narrowing down the search space by adding inductive biases into the the system not only make the multi-agent system more correct, but also faster.