Really interesting direction. What stood out to me most was the two-layer architecture — separating business-specific manager agents from shared tool agents feels much more scalable than the usual flat “list of agents” approach.
I also liked that you put a viability gate before build execution. That’s a strong design choice, because a lot of agent systems focus on generation speed but not on whether the thing should be built in the first place.
The combination of persistent memory, event-driven observability, and model routing makes this feel closer to an operating system for AI-native businesses than just another agent demo. Curious to see how the business-layer context evolves over time as the vault compounds.
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Really interesting direction. What stood out to me most was the two-layer architecture — separating business-specific manager agents from shared tool agents feels much more scalable than the usual flat “list of agents” approach.
I also liked that you put a viability gate before build execution. That’s a strong design choice, because a lot of agent systems focus on generation speed but not on whether the thing should be built in the first place.
The combination of persistent memory, event-driven observability, and model routing makes this feel closer to an operating system for AI-native businesses than just another agent demo. Curious to see how the business-layer context evolves over time as the vault compounds.