Surface area
Fine-tunes.
Models trained on your data and your agents' traces, so the system gets better at being your business specifically.
The engine.
Cron, heartbeat, async agents, shared memory, and orchestration: the invisible layer that runs while everyone sleeps.
The record.
A full audit trail with traces for every agent run, queryable and replayable. That is the requirement for trust.
In practice
At 02:00 the engine triggers the overnight batch: orders reconciled against capacity, vendor responses past SLA flagged, indexes refreshed. By 07:00 the founder's brief is waiting and no one ran anything. The system accumulated state while the team slept.
Stack neutral.
Deploys on your cloud: AWS, GCP, Azure, or a bare VPS. Nothing proprietary to host. Weights, memory, and the audit trail live in your accounts, so if we disappear tomorrow the stack keeps running and keeps belonging to you.

