Agents / mcit

Certification Case Agent

Agent preparedGovernanceGovernment-RestrictedLimited riskGov Reuse58 runs/30d

Assembles the reviewer pack for every certification, access and activation decision: check results, benchmark comparison, lineage, licence position and precedent from similar decisions, with a recommendation and its basis. A named officer of the TASMU AI governance authority decides, and the decision is recorded against them.

Governs the marketplace

Agent preparedAll governance agents →

An agent gathers the evidence, applies the rule, scores the case and recommends an outcome. A named human decides and the decision is recorded against them.

Acts for
Governance & Certification
Action class
advisory
Decisions / 30d
58
Overturned by a human
7%

Processes covered

  • Review case assembly
  • Certification recommendation
  • Restricted access recommendation
  • Workflow activation recommendation

Stages:requestpublishcompose

Memory

Retains decision precedent for 36 months, matching audit retention.

Safe state

Withholds the recommendation and presents the raw evidence when the check report is incomplete or precedent lookup fails.

Reviewer time per case: 8 min with this agent, 45 without.

Tools

  • Check-report reader
  • Lineage graph
  • Licence and entitlement registry
  • Decision precedent index
  • Reviewer-pack writer

Data access scope

  • Read-only: check reports, manifests, lineage, licence terms, prior decisions
  • Write: reviewer pack and recommendation, clearly marked as agent-prepared
  • Cannot write a certification decision

Guardrails

  • Recommends only; the certification decision field is writable by a human officer alone
  • Every recommendation lists the precedent cases it relied on
  • Where the check report has a flag, the recommendation cannot be 'approve' without conditions

Human-in-the-loop

  • Officer of the TASMU AI governance authority signs every certification
  • Named governance officer decides every restricted-tier access request

Orchestration

Trigger / IntakeLLM Orchestratorfanar-gov-7b-instructCheck-report readerLineage graphLicence and entitlement reg…Decision precedent indexHumansign-off

Every tool call is scoped by the declared data access above; the orchestrator cannot reach systems outside it. Owning entity: MCIT.

Live demo run

Watch the agent execute a real scenario step by step, every tool call, validation, and human checkpoint is traced and auditable. Typical run: ~5.3s.

Owning entity

mcMCIT

Updated 2026-07-30. Run traces retained 24 months for audit under the platform governance policy.

Community · 1 thread

Questions, findings and requests from the entities that use this asset. Owners reply here; threads with upvotes surface to the owning entity's inbox.

Can the pack show why a precedent was chosen?

Salem Al-Jaber · MCIT · Governance & Certification · 2 days ago

The reviewer pack lists four precedent certifications but not why those four. Showing the similarity basis would make the recommendation easier to challenge. #Governance #Transparency