Explicit model attribution
A decision process should make clear which model or provider contributed to a claim or position.
Deliberium’s trust direction is architectural: explicit attribution, human oversight, evidence provenance, decision traceability, and clear data-source boundaries.
A decision process should make clear which model or provider contributed to a claim or position.
Roles should have defined evidence access so humans can understand what informed a contribution.
The human remains responsible for purpose, constraints, values, and final accountability.
Recommendations should preserve assumptions, challenges, revisions, minority reports, and unresolved questions.
Provider changes or model substitutions should not disappear inside an opaque workflow.
Claims should connect to evidence and counter-evidence rather than relying on agreement alone.
This page describes design principles, not certifications or compliance claims. Deliberium does not claim SOC 2, ISO certification, or other external attestations here.