Application Feature Review
AI Curator: AI First Assessment Platform (AFAP)
Executive Summary
The AI Curator platform is a robust, full-stack solution designed to assess the technical capabilities of software engineers, with a specialized focus on AI technologies. It features distinct user roles, multiple assessment types, powerful administrative dashboards, and a multi-layered security approach designed to ensure data integrity and prevent cheating. With a server-authoritative architecture, the platform enforces strict time limits, can generate unique questions on the fly, and silently tracks behavioral anomalies. The platform successfully integrates authentication, data persistence, and generative AI to deliver a comprehensive and secure user experience, including a dual-track training plan system, full content management for administrators, and robust feedback collection mechanisms.
Core Implemented Features
The platform features a robust, hierarchical role-based access control (RBAC) system to ensure users can only access data and features appropriate for their position. It also includes an invitation system for pre-provisioning users.
User Invitation System
Admins can pre-provision users by inviting them via email. This creates a "pending" user account that can be assigned to campaigns and managers before the user has even registered. When the user signs up with that email, their account is automatically linked, preserving all pre-configured assignments.
User Role
This is the standard role for an individual contributor, like a software engineer. Their experience is focused entirely on their personal assessment and development journey. They can take assessments, view their own reports, access their personalized training plans, and submit platform feedback.
Team Lead Role
An intermediate management role designed for team managers who need to oversee their direct reports without having full administrative control. A Team Lead can do everything a standard User can, but they also gain read-only access to their team's assessment reports and a dedicated, aggregated feedback dashboard to monitor progress and sentiment within their team.
Admin Role
The super-user role with complete control over the entire platform. Admins have a global view of all user data and access to all administrative functions, including content management, user management (inviting users, assigning roles and managers), assessment configuration, campaign creation, and feedback/bug report review.
Potential Next Steps & Future Enhancements
Integrate an email service (e.g., SendGrid) to allow admins to send campaign invitations directly from the platform instead of copying a template.
Track user performance over time, compare campaign results, and identify trends in question difficulty or common mistakes.