In the capevents project, which focuses on event management and planning, artificial intelligence plays a crucial role in optimizing various aspects, from resource allocation to scheduling. Initially, our AI models might generate 'raw' planning scores, indicating the predicted effectiveness or quality of a particular plan.

The Challenge with Absolute Scores

Absolute scores, while seemingly

The Capevents project focuses on building a platform for managing and discovering events. A recent enhancement streamlines the event submission process for employees and introduces an administrative workflow for pending approvals.

Employee Event Submission

Previously, submitting an event might have involved a more complex process. Now, employees can directly submit events through a dedicated

Introduction

Managing events efficiently requires careful attention to detail, especially when dealing with user roles, visibility, and real-time updates. Recent improvements to the Capevents project focus on refining admin filtering, invitation visibility, de-duplication of events, and real-time capacity updates to provide a smoother user experience.

Admin Filtering Improvements

When dealing with event registrations, especially in a system like capevents, ensuring data integrity and accuracy is paramount. One common challenge is handling duplicate registrations for the same event. Let's explore a practical approach to address this issue.

The Problem: Duplicate Registrations

Imagine a scenario where users can register for events multiple times, either intentionally