Allmende Labs

Ideas from the edge

Perspectives on data fusion, operational decision-making, and deploying AI where it matters most.

Diagram showing accepted evidence, a derived result, a draft communication, an authorized effect, and an observed outcome as separate states connected by governed, recorded transitions.

August 19, 2026

Why Governed AI Needs More Than Provenance

A practical takeaway from our working paper: AI workflows should distinguish evidence, derived results, communications, effects, and observed outcomes.

AI Governance

Software Architecture

Provenance

Auditability

Decision Systems