Overview
A workspace where a team runs AI agents against its own models, documents, and machines, without handing data to a hosted platform.
The hard part
Coordinating long multi-agent runs (delegation, budgets, context limits, approvals) while every tool call that touches a real machine stays permissioned and auditable.
The approach
A 25-crate Rust workspace separates orchestration, RAG, tools, channels, and storage; runs track budgets and write memory back, tool calls pass permission modes and approval hooks before execution, and local access goes through a paired desktop bridge or a Docker sandbox.
