Agents / npc

Quarterly Labour Report Agent

Report GenerationGovernment-RestrictedLimited riskGov Reuse320 runs/30d

Assembles the quarterly labour force bulletin from validated statistical tables, drafting bilingual narrative sections and charts for the National Planning Council publications team. It works only from approved figures and marks every generated sentence with its source table.

Tools

  • Statistical warehouse query engine (read-only)
  • Fanar Gov 7B
  • Chart renderer (publication templates)
  • Document assembler (AR/EN bulletin layout)

Data access scope

  • Read-only: approved quarterly aggregate tables, no microdata access
  • Write: draft bulletin documents in the publications workspace only
  • No access to unreleased or embargoed indicator revisions

Guardrails

  • Every narrative claim must cite a source table cell; uncited sentences are blocked
  • Figures are transcribed, never recalculated, from approved tables
  • Drafts watermarked 'غير معتمد للنشر / NOT FOR RELEASE' until publications sign-off

Human-in-the-loop

  • Chief statistician review of the full draft before layout
  • Publications committee approval before release
  • Translator verification of the Arabic narrative

Orchestration

Trigger / IntakeLLM Orchestratorfanar-gov-7b-instructStatistical warehouse query…Fanar Gov 7BChart renderer (publication…Document assembler (AR/EN b…Humansign-off

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

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: ~10.9s.

Owning entity

npNational Planning Council

Updated 2026-07-06. Run traces retained 24 months for audit under the platform governance policy.

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