Access and data minimization
Define identities, permissions, providers, retention, and the minimum information necessary for the workflow.
Security & responsible AI
Control is an architectural requirement.
Security and responsible operation depend on the actual systems, information, decisions, and people involved. These principles guide discovery and design; project-specific controls are defined in the engagement.
Human control
Require the right approval before consequential actions and provide clear escalation and stop paths.
Evaluation
Test representative, edge, and adversarial cases before deployment; match evaluation to the operational risk.
Traceability
Record system status, tool calls, approvals, exceptions, and outcomes without unnecessarily logging sensitive content.
Monitoring and recovery
Watch quality, availability, usage, and cost; document rollback, fail-safe, and incident-response paths.
Knowledge transfer
Document architecture, dependencies, operating procedures, known limitations, and support responsibilities.