What had to change
High-stakes communication practice needs durable memory, scenario-specific pressure, quote-grounded feedback, and spoken rehearsal rather than a generic tutor chatbot.
2026 · PUBLIC REPO
An AI communication-practice console exploring advisor sessions, structured scenarios, tool-driven simulations, session memory, context compaction, live voice drills, transcripts, and training logs.
High-stakes communication practice needs durable memory, scenario-specific pressure, quote-grounded feedback, and spoken rehearsal rather than a generic tutor chatbot.
Same person, start to finish. That is the whole offer.