01
Start a session
Choose a practice type, role target, language, tags, and persona so every saved item has context.
Expression Memory MVP
Expression Memory
A Postgres-backed memory layer for mock interviews, project deep dives, English speaking, and high-stakes Q&A. Capture strong answers, weak spots, power sentences, mental models, and drills without breaking practice flow.
Memory workspace
Memory workbench
Review saved Q&A, feedback, and reusable phrases before your next practice.
Practices
0
Q&A
0
Materials
0
Avg score
-
Loading memory...
Find content
No content yet
Saved Q&A and feedback will appear here after a practice session. You can also add the first record manually.
To review
Nothing to review yet
Weak answers you save will appear here.
Current practice
No current practice yet. Add a record to start.
Clear data
Clearing cannot be undone. Use it only when you want to start over.
Practice loop
From one answer to a reusable training system
Expression Memory keeps one loop interactive: practice, save, retrieve, drill, and record progress in the hosted workspace.
02
Capture the turn
Save the question, your raw answer, feedback, score, recommended answer, weaknesses, and strong sentences.
03
Search memory
Find past weak questions, reusable patterns, power sentences, or mental models by keyword, tag, type, or weakness.
04
Drill again
Turn weak turns and low-mastery assets into practice prompts, then record attempts until the answer holds under pressure.
What gets saved
Not generic notes. Structured expression assets.
Expression Memory separates raw answers from the reusable pieces that make future answers sharper.
Personas and sessions
Mock interviewer, hiring manager, bar raiser, English coach, and seniority coach each bias what should be captured.
Power sentences
Save exact sentences that sound crisp, senior, or natural, plus the pattern behind them.
Mental models
Capture reusable structures such as before/after framing, trade-off framing, and bottleneck diagnosis.
Practice drills
Every saved asset can become a prompt that forces spoken recall instead of passive reading.
Coaching modes
A memory system shaped by the interviewer you are preparing for
Eleven built-in personas decide whether a turn should create feedback, story frames, tone moves, answer patterns, or drills.
Product boundary
Expression Memory is a hosted practice-memory workspace. It records the assets you choose to save and keeps AI-generated coaching feedback clearly separated from product-owned data.
Account-backed memory
Sessions, turns, assets, and attempts are stored as authenticated Postgres records under your account.
No fake scoring model
The product records feedback and scores supplied by your AI coach. It does not pretend to grade speech by itself.
Flow over dashboards
The goal is to save high-value expression assets during real practice, then bring them back when you ask to repractice.
Mock Interviewer
interview_question
Run the interview flow, ask one question at a time, and save each high-value turn.
Hiring Manager
feedback
Evaluate ownership, scope, ambiguity handling, collaboration, and business impact.
Bar Raiser
feedback
Stress-test clarity, evidence, trade-offs, and whether the candidate sounds hireable at the target level.
System Design Interviewer
interview_question
Probe requirements, scale, APIs, data model, bottlenecks, reliability, and trade-offs.
Behavioral Interviewer
story_frame
Probe STAR stories, conflict, influence, leadership, failure, and learning.
Project Deep-Dive Interviewer
mental_model
Turn project experience into a clear technical story with ownership, constraints, decisions, and impact.
Expression Editor
power_sentence
Rewrite rough ideas into crisp, speakable, interview-ready sentences.
Storytelling Coach
story_frame
Convert facts into memorable narrative arcs that can be spoken under pressure.
Seniority Coach
tone_move
Make answers sound less like task execution and more like judgment, leverage, and ownership.
English Coach
power_sentence
Help a non-native speaker produce clear, natural, concise spoken answers.
Hard Mode Interviewer
interview_question
Attack vague answers, ask follow-ups, and identify what would fail in a real interview.
Hosted workspace
Start practicing from the web app
Open the hosted workspace in your browser, create a session, and keep every saved turn available for search and drills.
Open the hosted workspace
/expression-memoryCreate a practice session
Create session -> Save one answerSave, search, and drill
Search memory -> Drill weak turnsFrequently Asked Questions
How the hosted workspace stores, recalls, and drills expression memory.
Where is workspace data stored?
Authenticated workspace data is stored in Postgres under your account.
What happens when I save a turn?
The turn links question, answer, score, feedback, weaknesses, tags, and reusable assets so you can find and drill it later.
Does Expression Memory generate interview questions by itself?
Not in this MVP. It is a structured memory and repractice layer for coaching conversations, interview practice, and speaking drills you already run.
What should I save?
Save high-value turns: questions, original answers, feedback, scores, recommended answers, power sentences, mental models, story frames, tone moves, weaknesses, and drills.