The Shadow Instructor Case Study | Aryan Dani
A dual-agent mock interview platform where one agent speaks and a second agent only reviews.
Problem
Practice interviews either feel scripted or give feedback too late to change the conversation mid-session.
Approach
An Interviewer agent handles low-latency conversation while a Shadow agent analyzes technical accuracy, communication, and confidence in parallel. Resume parsing shapes the session.
Architecture
Next.js frontend with FastAPI and WebSockets, Gemini Flash for the interviewer and Gemini Pro for the silent coach.