ADArsenios DiamantakosApplied AI Implementation & Software Engineering
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Operations intake and human review

OpsForge Review Queue

Public RepoReview QueueHuman DecisionDocker

The assistant is reframed as the public review-queue module behind the OpsForge direction. It accepts semi-structured operations requests, validates intake, routes through mock or optional provider modes, persists decisions, and keeps human review between draft output and operational use.

What it proves

Turns operational intake into a review queue with validation, classification, priority, provider boundaries, action packages, persistence, seeded demo states, status history, and human approval.

What it proves

Shows how assisted workflow triage can support internal operations without making a model the final decision owner.

Impact

  • Turns operational intake into a review queue with validation, classification, priority, provider boundaries, action packages, persistence, seeded demo states, status history, and human approval.
  • Shows how assisted workflow triage can support internal operations without making a model the final decision owner.

Problem

Operational intake workflows can benefit from AI assistance, but the system still needs validation, persistence, and human review before decisions are treated as final.

Approach

The app keeps provider calls behind an abstraction, supports mock and optional model-backed decisions, stores structured request lifecycle data, and routes outputs into a review queue.

Current status

Public repository with tests, linting, CI, Docker Compose support, an OpsForge module contract, a one-command mock reviewer demo, action-package proof, screenshots, status-history proof, and public-readiness notes. It is the public review-queue proof for the wider OpsForge Suite direction.

Architecture / workflow

  • FastAPI receives and validates operations requests through typed schemas.
  • Provider abstraction allows mock mode and optional model-backed mode.
  • SQLite persistence records requests, draft decisions, and review state.
  • Review UI keeps a human checkpoint between draft output and final workflow use.

Next steps

  • Keep the review-queue screenshots current as the demo workflow changes.
  • Add a compact architecture diagram showing provider and review boundaries.
  • Keep mock mode as the default public demo path.
AI Workflow Automation Assistant home screen with provider and review boundaries
AI Workflow Automation Assistant home screen with provider and review boundaries
AI Workflow Automation Assistant pending review queue
AI Workflow Automation Assistant pending review queue
AI Workflow Automation Assistant mobile review queue
AI Workflow Automation Assistant mobile review queue
AI Workflow Automation Assistant request detail and human review form
AI Workflow Automation Assistant request detail and human review form