Scaling an AI agent without making it dumber [Attention scoping pattern]

I wrote about how I scaled a single AI agent to 53 tools across five different product contexts in one chat window. The first two architectures failed under real conversations. The one that worked was unexpectedly simple: scope which tools the model sees per turn based on the user’s current intent instead of exposing all 53 tools at once.