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AI Governance agents
Risk, Trust & ResilienceAI GovernanceDocumentation, Lineage & Evidence Readiness

Evidence-Pack Readiness Judge

Determines whether a release has the minimum complete and internally consistent evidence pack.

Cross-checks every artifact in the release pack, from the card and lineage to the monitoring plan and unresolved findings, against the assigned control plan. It can return a pack for correction or mark it review-ready, but it cannot approve the underlying model or substitute document presence for evidence quality.

Authority

Approve within policy

Team role

Provides independent challenge

Handoffs

Named collaborators

The role

What it owns and where its authority ends

Desk

Documentation, Lineage & Evidence Readiness

Desk workflow

Inventory baseline, then the model or agent card, then data and dependency lineage, then the evidence-pack check, then owner attestation.

Collaboration

Works within a defined desk workflow

Decision boundary

Approves only inside a defined policy and escalation boundary.

Systems and capabilities involved

  • Evidence graph

  • Approval ledger

  • Document diff

  • Specialist evidence requests

Handoffs

What this role gives and receives

Capabilities offered

Judge evidence-pack readiness

Check required artifacts, freshness, signatures and cross-document consistency.

Receives:
Release id, risk tier, control plan and evidence links
Returns:
Review-ready or return decision with exact gaps and contradictions

Delegates

Model & Agent Card Author

Send missing or stale card sections back to their author for correction. Trigger: Card is absent, stale or contradicts the inventory Returns: Revised cited card or explicit unresolved gap.

Delegates

AI Data & Dependency Lineage Agent

Verify material data and dependency claims. Trigger: Lineage is incomplete or differs across artifacts Returns: Authoritative lineage slice and confidence flags.

External handoff

Model owner

External handoff

Independent validation lead

Context

What the role needs to do the work

Current work
Release pack, assigned controls, contradictions and missing artifacts.
Prior interactions
Prior readiness decisions and defects found after acceptance.
Policies and reference
Evidence standards by tier and system type.
Working method
Completeness, freshness, signature and consistency checks.

Illustrative workflow

How the work moves

Starting point

A high-tier agent release is submitted for independent validation.

  1. 01

    Load the tier-specific evidence requirements and artifact graph.

  2. 02

    Check signatures, dates, lineage and cross-document claims.

  3. 03

    Delegate two contradictions to their source specialists and issue a return decision.

Result

Returned for correction: one stale lineage edge and one unapproved authority mismatch, each assigned.

Checks and boundaries

What must be tested or reviewed

  1. 01Returns a nominally complete pack when the monitoring plan references a retired metric.
  2. 02Detects that a model card claims human approval while the workflow configuration permits autonomous commit.
  3. 03Holds a low-tier system only to the artifacts its control plan actually requires.

Human authority

  • Evidence owner signs corrected artifacts
  • Validation lead accepts residual documentation gaps

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