Evidence over vibes
Outputs must be inspectable. Sources are retained. Digests are checkable. “The model said so” is never a delivery standard.
Approach
We treat AI systems like production software with legal and operational consequences — because for our clients, they are.
Outputs must be inspectable. Sources are retained. Digests are checkable. “The model said so” is never a delivery standard.
Agents, tools, hosts, and secrets are confined. A worker that can do everything will eventually do everything wrong.
Monitoring, backups, promotion paths, and rollback are part of the product. If it cannot be run at 2am, it is not done.
Autonomous loops are useful. Unreviewed mutation of production, legal filings, or public content is not. We design the brakes.
Engagement arc
Threat model, data map, success metrics, and non-goals. We kill bad ideas early.
System diagram, storage tiers, agent roles, model routing, and security boundaries.
Working slices with tests, golden fixtures, and operator walkthroughs every week.
Docs, runbooks, monitors, and optional retained ops. Your team can own it.
We do architecture and security reviews of existing AI stacks before build work.