Python carries the intelligence
Agents, gateways, orchestration, RAG, billing hooks, and platform services live here. This is where model calls, tool use, and business rules are implemented — the core reason the platform can act, not only chat.
The experience layer is first-class
TypeScript, JavaScript, HTML, and a large design-system CSS footprint power admin consoles, agent workspaces, and customer-facing surfaces. Enterprise AI only lands when people can actually use it — hundreds of UI pages are part of the product, not an afterthought.
Operations encoded in the repo
Compose files, CI definitions, SQL migrations, and automation scripts mean deployments and schema changes travel with the code. The platform is meant to be reproduced on-prem, in cloud, or hybrid — not hosted only as someone else’s black box.