The Problem

Legacy codebases often contain sensitive information in places that are easy to miss, from commented-out test fixtures to real production values. Manually redacting everything before giving an agent access takes time, and restoring those values before committing creates another tedious pass.

The Solution

The Problem

At the end of every semester, students attending Florida International University go into the class WhatsApp chats looking to buy and sell extra graduation tickets. I thought it was extremely unorganized. Not only this, but a student could realistically only reach about 100-200 people max through the group chats.

The Solution

The Problem

Parents can't always be present, yet they still want peace of mind that their child's environment is safe. Continuous audio feeds are difficult to interpret, often noisy, and can create more stress than reassurance when they lack context or prioritization.

The Solution

The Problem

University parking enforcement operates with little visibility for students. This lack of transparency often leads to uncertainty and anxiety around parking, as students are unsure where enforcement is active, whether they're at risk of a citation, or how consistently parking rules are applied.

The Solution