Founder

Invariant AI is led by a systems-level architect focused on institutional governance and durability rather than model narratives.

The work is doctrine-driven: deterministic validation discipline, lifecycle governance, explicit risk invariants, and fail-closed operational containment.

Engagements remain intentionally low-volume, with defined scope and formal deliverables.