A practical loop for AI—with humans in it
We optimize for traceability and steady-state operations. Every decision—data, labels, prompts, models—has a paper trail and a rollback plan.
Frame
Clear outcomes, baseline, and risk register.
Secure
Ingest plan, environment isolation, and access controls.
Validate
Golden sets, inter-annotator agreement, eval harnesses, and drift checks.
Transfer
Artifacts, runbook, dashboards; handover or managed operations.