A useful interview coach should remember more than the last answer. It should connect what happened in one interview to what the candidate needs to do next—and still know the difference between a transcript, a personal preference, and a commitment with a deadline.

That distinction became the central design problem in RoundReady. I built it as a Flask application that captures interview conversations, extracts structured feedback, stores useful context in Hindsight, and uses that context to generate a company- and role-specific preparation roadmap.

From Conversation to Next Step

RoundReady supports several ways to bring an interview into the system: a pasted transcript, an uploaded audio recording, or audio captured from a shared browser tab. In the live flow, the browser sends completed audio chunks to the server for transcription.…