Aidmit

Founder & Product Lead · Pittsburgh · Apr 2026 – Present

Launched an application workbench where school research, materials, and essays share one context.

Covered 800+ master’s programs, 36 fields each.

Problem

School research, materials, and essays were separate jobs. The application lost its context every time the task changed.

Decision

One workbench and one shared context: four-layer memory, plus two agent skills that keep an 800+ program catalog current.

Shipped

• Built the full stack on Vercel AI SDK (streaming and tool-calling), from school research through the essay.
• Architected a four-layer memory system that extracts and recalls under one shared context.
• Automated an 800+ master’s catalog, 36 structured fields per program, with two agent skills for audits and new-program ingestion.

Agents · Memory