chore: Readme updated

Readme.md

@@ -1,1296 +1,256 @@
-# 🔍 FastAPI + PostgreSQL Student Management System - Line-by-Line Explainer
+# PrepAI – Intelligent Interview & Notes Assistant
 
-Complete breakdown of an async student API with authentication, explained like you're learning it for the first time.
+PrepAI is a comprehensive AI-powered platform designed to help users prepare for interviews, generate personalized quizzes, manage study notes, and even participate in real-time mock interviews using conversational AI. It blends multiple modern technologies such as FastAPI, React, ChromaDB, PostgreSQL, Vapi, Groq, and LlamaIndex into a cohesive, production-ready system.
 
 ---
 
-## 📚 Table of Contents
-1. [Overview & Imports](#1️⃣-overview--imports)
-2. [Configuration](#2️⃣-configuration)
-3. [Database Setup](#3️⃣-database-setup)
-4. [Database Models](#4️⃣-database-models)
-5. [Pydantic Validation Models](#5️⃣-pydantic-validation-models)
-6. [Security & Authentication](#6️⃣-security--authentication)
-7. [Database Dependency](#7️⃣-database-dependency)
-8. [FastAPI Application](#8️⃣-fastapi-application)
-9. [Startup & Shutdown Events](#9️⃣-startup--shutdown-events)
-10. [Authentication Routes](#10️⃣-authentication-routes)
-11. [Student CRUD Operations](#11️⃣-student-crud-operations)
-12. [Health Check & Runner](#12️⃣-health-check--runner)
+## 🚀 Overview
 
----
-
-## 1️⃣ Overview & Imports
-
-### **Comment Block**
-```python
-"""
-FastAPI + PostgreSQL Student Management System
-Complete async implementation with SQLAlchemy, authentication, and validation
-
-Requirements:
-pip install fastapi uvicorn sqlalchemy asyncpg psycopg2-binary python-jose[cryptography] passlib[bcrypt] python-multipart
-"""
-```
-
-**What it is:**  
-A multi-line docstring (document string) that acts as the script's billboard and shopping list.
-
-**What it's used for:**  
-This is like the "Welcome to our restaurant" sign that tells you:
-1. **What you're building** - A student management API
-2. **The tech stack** - FastAPI, PostgreSQL, async everything
-3. **The installation cheat-sheet** - Copy-paste commands to get all required tools
-
-**IRL Example:**  
-Imagine buying furniture from IKEA. This comment block is the box label that says "BILLY Bookcase" and lists all the screws, tools, and instructions inside. Without it, you'd have no idea what you're about to build or what tools you need.
-
----
-
-### **FastAPI Imports**
-```python
-from fastapi import FastAPI, HTTPException, Depends, status
-```
-
-**What it is:**  
-Importing the four core ingredients to build a FastAPI application.
-
-**What it's used for:**  
-- `FastAPI`: The main framework (your restaurant's foundation and kitchen layout)
-- `HTTPException`: Standardized error messages (your "Sorry, we're out of salmon" response)
-- `Depends`: Dependency injection system (your "I need a clean plate from the dishwasher" request)
-- `status`: HTTP status code constants (your "404 = Not Found" cheat sheet)
-
-**Syntax Breakdown:**  
-Python's `from ... import ...` grabs specific tools from a toolbox instead of lugging the entire toolbox around.
-
-**IRL Example:**  
-Opening a restaurant. Instead of renting an entire warehouse of kitchen equipment (`import fastapi`), you specifically rent: a commercial oven (`FastAPI`), a fire alarm (`HTTPException`), a dishwashing service (`Depends`), and a health code manual (`status`).
-
----
-
-### **Security Imports**
-```python
-from fastapi.security import HTTPBearer, HTTPAuthorizationCredentials
-```
-
-**What it is:**  
-Tools for implementing token-based authentication.
-
-**What it's used for:**  
-- `HTTPBearer`: The security scheme that looks for "Authorization: Bearer <token>" headers
-- `HTTPAuthorizationCredentials`: The container that holds the extracted token
-
-**IRL Example:**  
-A nightclub's security system. `HTTPBearer` is the policy that says "We only accept VIP badges with a hologram strip," and `HTTPAuthorizationCredentials` is the scanner device that reads and validates those badges at the door.
-
----
-
-### **CORS Middleware**
-```python
-from fastapi.middleware.cors import CORSMiddleware
-```
-
-**What it is:**  
-Cross-Origin Resource Sharing (CORS) protection.
-
-**What it's used for:**  
-Prevents malicious websites from making unauthorized requests to your API from a browser. It's like a "no solicitation" sign that tells browsers which domains are allowed to knock on your API's door.
-
-**IRL Example:**  
-You own a house (`your API`). `CORSMiddleware` is your doorbell camera that checks if the visitor is from your approved guest list (`allowed_origins`). Without it, any stranger could walk up and demand entry.
-
----
-
-### **SQLAlchemy Async Imports**
-```python
-from sqlalchemy.ext.asyncio import create_async_engine, AsyncSession, async_sessionmaker
-```
-
-**What it is:**  
-The async-capable database tools from SQLAlchemy.
-
-**What it's used for:**  
-- `create_async_engine`: Builds a non-blocking database connection pool
-- `AsyncSession`: A database session that won't freeze your API while waiting for queries
-- `async_sessionmaker`: Factory that produces these async sessions on demand
-
-**IRL Example:**  
-A modern coffee shop with mobile ordering. Instead of one cashier handling one customer at a time (sync), you have a system that:
-- Takes orders (`AsyncSession`)
-- Processes multiple orders simultaneously without waiting for each drink to finish (`async`)
-- Has multiple baristas ready to make drinks (`connection pool`)
-
----
-
-### **SQLAlchemy ORM Imports**
-```python
-from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column
-```
-
-**What it is:**  
-Object-Relational Mapping (ORM) tools that let you use Python classes as database tables.
-
-**What it's used for:**  
-- `DeclarativeBase`: The foundation class for all your database models
-- `Mapped`: Type hint that says "this class attribute maps to a database column"
-- `mapped_column`: Factory function to configure column properties
-
-**IRL Example:**  
-A digital Rolodex system. Instead of writing raw SQL like `INSERT INTO students VALUES (...)`, you create a `Student` class (`DeclarativeBase`) where each property (`Mapped[name]`) automatically syncs with a database column, like magic index cards that file themselves.
-
----
-
-### **SQLAlchemy Query & Types**
-```python
-from sqlalchemy import select, String
-```
-
-**What it is:**  
-Essential SQL building blocks.
-
-**What it's used for:**  
-- `select`: Creates SELECT queries in Python (instead of raw SQL strings)
-- `String`: Defines VARCHAR columns in PostgreSQL
-
-**IRL Example:**  
-`select` is like a smart query assistant who speaks both Python and SQL. Instead of handwriting "SELECT * FROM students WHERE age > 18", you tell it in Python: `select(Student).where(Student.age > 18)` and it translates perfectly.
-
----
-
-### **Pydantic Imports**
-```python
-from pydantic import BaseModel, EmailStr, Field, validator
-```
-
-**What it is:**  
-Data validation and serialization library that acts as your API's security guard and translator.
-
-**What it's used for:**  
-- `BaseModel`: Foundation for all data models
-- `EmailStr`: Automatic email format validation
-- `Field`: Fine-tuned validation rules (min/max length, descriptions)
-- `validator`: Custom validation functions (your special rules)
-
-**IRL Example:**  
-A TSA checkpoint at an airport. `BaseModel` is the checkpoint itself. `EmailStr` is the automated scanner that knows a valid passport format. `Field` is the sign saying "Liquids must be < 100ml." `validator` is the agent who says "Sir, you can't bring a full water bottle through."
-
----
-
-### **Typing & Utility Imports**
-```python
-from typing import Optional, List
-from datetime import datetime, timedelta
-```
-
-**What it is:**  
-Type hints and date/time utilities.
-
-**What it's used for:**  
-- `Optional[T]`: Means "this value is either type T or None" (`Optional[str]` = string or None)
-- `List[T]`: Type hint for lists of a specific type
-- `datetime`: Current timestamp
-- `timedelta`: Time arithmetic (30 minutes from now)
-
-**IRL Example:**  
-A delivery tracking app. `Optional[str]` handles "delivery instructions" that might be empty. `List[Package]` ensures you're dealing with packages, not random objects. `datetime` stamps when it shipped, and `timedelta` calculates "expected delivery in 3 days."
-
----
-
-### **JWT & Password Imports**
-```python
-from jose import JWTError, jwt
-from passlib.context import CryptContext
-```
-
-**What it is:**  
-JSON Web Token handling and password hashing libraries.
-
-**What it's used for:**  
-- `jwt.encode/decode`: Creates and verifies authentication tokens
-- `JWTError`: Exception when tokens are invalid/expired
-- `CryptContext`: Manages password hashing algorithms
-
-**IRL Example:**  
-A concert venue's wristband system. `jwt.encode` prints a tamper-proof wristband with your access level. `jwt.decode` is the UV scanner at each entrance. `CryptContext` is the secure machine that embosses wristbands so they can't be faked.
-
----
-
-### **OS Import**
-```python
-import os
-```
-
-**What it is:**  
-Python's interface to operating system environment variables.
-
-**What it's used for:**  
-- `os.getenv()`: Safely reads environment variables (database passwords, secret keys)
-- Keeps sensitive data out of your source code
-
-**IRL Example:**  
-A hotel key card system. The master key code (`SECRET_KEY`) is stored in the hotel safe (`environment variables`), not written on a sticky note on the front desk (`hardcoded in script`). `os.getenv()` is the manager opening the safe when needed.
-
----
-
-## 2️⃣ Configuration
-
-### **Database URL Configuration**
-```python
-DATABASE_URL = os.getenv(
-    "DATABASE_URL", 
-    "postgresql+asyncpg://postgres:690869@172.26.157.164:5432/studentdb"
-)
-```
-
-**What it is:**  
-Environment-driven database connection string with a fallback default.
-
-**What it's used for:**  
-- `os.getenv()` first tries to read from system environment variables (production best practice)
-- Fallback string is used if environment variable doesn't exist (development convenience)
-- Format: `dialect+driver://user:password@host:port/database`
-
-**Syntax Breakdown:**  
-- `postgresql+asyncpg://`: Use PostgreSQL with asyncpg driver for non-blocking operations
-- `postgres:690869`: Username and password (⚠️ **Never commit real passwords!**)
-- `@172.26.157.164:5432`: Database server IP and port
-- `/studentdb`: Database name
-
-**IRL Example:**  
-A smart home door lock. You program it to first check if there's a master code set via the mobile app (`os.getenv()`). If not, it falls back to the factory default code (`fallback string`). In production, you *always* use the mobile app; the default is just for initial setup.
-
----
-
-### **JWT Secret Configuration**
-```python
-SECRET_KEY = os.getenv("SECRET_KEY", "production")
-ALGORITHM = "HS256"
-ACCESS_TOKEN_EXPIRE_MINUTES = 30
-```
-
-**What it is:**  
-Security parameters for JWT token generation.
-
-**What it's used for:**  
-- `SECRET_KEY`: The *master password* used to sign tokens (keeps them tamper-proof)
-- `ALGORITHM`: HS256 is a symmetric signing algorithm (same key signs and verifies)
-- `ACCESS_TOKEN_EXPIRE_MINUTES`: Tokens auto-expire after 30 minutes for security
-
-**IRL Example:**  
-A theme park's ride pass system:
-- `SECRET_KEY` is the unique holographic foil pattern only your park possesses
-- `ALGORITHM` is the type of embossing machine (HS256 = standard heat press)
-- `ACCESS_TOKEN_EXPIRE_MINUTES` is the stamp that says "Valid only today until 6 PM"
-
----
-
-## 3️⃣ Database Setup
-
-### **Async Engine Creation**
-```python
-engine = create_async_engine(DATABASE_URL, echo=True)
-```
-
-**What it is:**  
-The heart of your async database connection pool.
-
-**What it's used for:**  
-- Creates a non-blocking connection engine that handles multiple requests simultaneously
-- `echo=True` logs all SQL queries to console (invaluable for debugging)
-
-**IRL Example:**  
-A high-end restaurant's kitchen. `engine` is the head chef who:
-- Manages multiple cooking stations (connections)
-- Can start prep for Order #2 while Order #1 is in the oven (async)
-- Wears a bodycam (`echo=True`) so management can review exactly what happened during the dinner rush
-
----
-
-### **Session Factory**
-```python
-async_session_maker = async_sessionmaker(engine, expire_on_commit=False)
-```
-
-**What it is:**  
-A factory that produces database sessions on demand.
-
-**What it's used for:**  
-- `expire_on_commit=False`: Keeps data in memory after committing (prevents unnecessary re-queries)
-- Each API request gets its own session (like giving each customer a fresh plate)
-
-**IRL Example:**  
-A conveyor belt sushi restaurant. The `async_session_maker` is the automated plate dispenser. Every time a customer sits down (API request), it dispenses a fresh, clean plate (session). The plate stays usable even after they take their first sushi (`commit`), so they don't have to get a new plate for every single bite.
-
----
-
-## 4️⃣ Database Models
-
-### **Base Model Foundation**
-```python
-class Base(DeclarativeBase):
-    pass
-```
-
-**What it is:**  
-The foundation class that all database models inherit from.
-
-**What it's used for:**  
-- SQLAlchemy needs a central Base to register all tables
-- Even though it's empty (`pass`), it's crucial for metadata collection
-
-**IRL Example:**  
-A filing cabinet's index system. Every type of document (Student, User) has its own folder, but they all share the same index card system (`Base`). The index system doesn't contain data itself but knows where everything is stored.
-
----
-
-### **Student Model**
-```python
-class Student(Base):
-    __tablename__ = "students"
-    
-    id: Mapped[int] = mapped_column(primary_key=True, index=True)
-    name: Mapped[str] = mapped_column(String(100))
-    email: Mapped[str] = mapped_column(String(100), unique=True, index=True)
-    age: Mapped[int]
-    grade: Mapped[str] = mapped_column(String(5))
-    created_at: Mapped[datetime] = mapped_column(default=datetime.utcnow)
-```
-
-**What it is:**  
-A Python class that magically becomes a PostgreSQL table.
-
-**What it's used for:**  
-- `__tablename__`: The actual table name in PostgreSQL
-- Each `Mapped[column]` becomes a column with constraints
-
-**Syntax Breakdown:**
-- `id`: Primary key, auto-incrementing, indexed for fast lookups
-- `name`: String up to 100 characters
-- `email`: String, must be unique across all students, indexed for fast email searches
-- `age`: Plain integer
-- `grade`: String up to 5 chars (stores "A+", "F", etc.)
-- `created_at`: Auto-set to current UTC time when record is created
-
-**IRL Example:**  
-A school registrar's digital filing system. Instead of filling out paper forms, they use a tablet app where:
-- Each field is validated before submission
-- Student ID is auto-generated and used for quick filing
-- Email must be unique (can't have two students with same email)
-- Timestamp is automatically stamped when the form is first saved
-
----
-
-### **User Model**
-```python
-class User(Base):
-    __tablename__ = "users"
-    
-    id: Mapped[int] = mapped_column(primary_key=True, index=True)
-    username: Mapped[str] = mapped_column(String(50), unique=True, index=True)
-    hashed_password: Mapped[str] = mapped_column(String(255))
-```
-
-**What it is:**  
-A separate table for storing authenticated user accounts.
-
-**What it's used for:**  
-- Stores login credentials separately from student data
-- `hashed_password` contains scrambled passwords (never plain text!)
-- 255 char limit accommodates long Argon2 hashes
-
-**IRL Example:**  
-A school's staff keycard system. There's a locked cabinet (`users` table) containing:
-- Employee ID numbers (`id`)
-- Name badges (`username`, unique)
-- Encrypted keycard codes (`hashed_password`) that can't be reverse-engineered
-
-This is separate from the student records office—teachers have access, but the data is stored in different secure locations.
-
----
-
-## 5️⃣ Pydantic Validation Models
-
-### **StudentBase Model**
-```python
-class StudentBase(BaseModel):
-    name: str = Field(..., min_length=2, max_length=100, description="Student full name")
-    email: EmailStr = Field(..., description="Student email address")
-    age: int = Field(..., ge=5, le=100, description="Student age (5-100)")
-    grade: str = Field(..., pattern="^[A-F][+-]?$", description="Grade (A-F with optional + or -)")
-```
-
-**What it is:**  
-The foundational validation blueprint for student data.
+PrepAI enables users to:
 
-**What it's used for:**  
-- `Field(...)`: Makes the field required (can't be omitted)
-- `min_length=2`: Name must be at least 2 characters
-- `ge=5, le=100`: Age must be between 5 and 100 (inclusive)
-- `pattern`: Regular expression ensuring grade matches letter grades only
+- Conduct **AI-powered mock interviews** with real-time voice interaction.
+- Upload PDFs and **chat with notes** using vector search + RAG.
+- Generate **MCQ quizzes** from resumes or study material.
+- Maintain persistent **chat sessions**, interview transcripts, and summaries.
+- Work inside a fully containerized architecture with isolated services.
 
-**IRL Example:**  
-A strict school application kiosk:
-- **Name field**: Won't accept "J" or just spaces; minimum 2 real letters
-- **Email field**: Has an @ symbol, valid domain; rejects "bob@com"
-- **Age field**: Slider only goes from 5 to 100; toddlers can't apply
-- **Grade field**: Dropdown only shows valid grades (A+, A, A-, B+, etc.)
+This system is ideal for interview preparation platforms, ed-tech tools, or personal study automation.
 
 ---
 
-### **Name Validator**
-```python
-@validator('name')
-def validate_name(cls, v):
-    if not v.strip():
-        raise ValueError('Name cannot be empty or just whitespace')
-    return v.strip()
-```
+## 🧩 Architecture
 
-**What it is:**  
-Custom validation logic for the name field.
+PrepAI is built with a modular full‑stack architecture:
 
-**What it's used for:**  
-- `v.strip()`: Removes leading/trailing spaces
-- Raises error if the result is empty (e.g., name was just spaces)
-- Returns the cleaned version
+### **Backend (FastAPI)**
 
-**IRL Example:**  
-A DMV form validator. When you type "   John   " in the name field, it automatically trims the spaces to "John" before submitting. If you try to submit just spaces, the system beeps and says "Please enter a valid name."
+- JWT Authentication
+- Upload & process PDFs
+- ChromaDB vector store integration
+- Streaming LLM responses
+- Vapi-powered live interview assistant
+- Quiz generation using Groq/OpenAI
 
----
+### **Frontend (React + TypeScript + Vite)**
 
-### **Grade Validator**
-```python
-@validator('grade')
-def validate_grade(cls, v):
-    v = v.upper()
-    if v not in ['A+', 'A', 'A-', 'B+', 'B', 'B-', 'C+', 'C', 'C-', 'D+', 'D', 'D-', 'F']:
-        raise ValueError('Invalid grade format')
-    return v
-```
+- User onboarding (Sign In / Sign Up)
+- PDF upload, preview, rename, deletion
+- Interactive note‑chat interface
+- Dashboard with metrics
+- Seamless Vapi interview client
 
-**What it is:**  
-Ensures only valid letter grades are accepted.
+### **Database Layer**
 
-**What it's used for:**  
-- Converts input to uppercase (`a+` → `A+`)
-- Checks against an exhaustive whitelist
-- Prevents typos like "A++" or "B--"
+- **PostgreSQL** stores:
 
-**IRL Example:**  
-A Scantron machine. When teachers grade multiple-choice tests, the machine only accepts certain bubbled answers (A, B, C, D, E). If a student bubbles "F" on a 5-question test, the machine rejects it as invalid.
+  - Users
+  - PDFs
+  - Chat sessions
+  - Messages
+  - Metadata
 
----
+### **Vector Search Layer**
 
-### **StudentCreate Model**
-```python
-class StudentCreate(StudentBase):
-    pass
-```
+- **ChromaDB** stores:
 
-**What it is:**  
-A clone of `StudentBase` for creating new students.
+  - Chunked PDF embeddings
+  - User-ingested knowledge
 
-**What it's used for:**  
-- Inheritance: Gets all validation from parent
-- Semantic clarity: `StudentCreate` tells developers this is for creation only
-- Future-proofing: You can add creation-specific fields later without breaking existing code
+### **AI Services**
 
-**IRL Example:**  
-A "New Student Registration Form" that's identical to the regular form but printed on blue paper. Today it's the same, but tomorrow you might add a "Parent Signature" field that's only on the blue creation form.
+- **Groq/OpenAI** for LLM responses
+- **SentenceTransformers** for embeddings
+- **Vapi** for real-time voice conversations
+- **LlamaIndex** for PDF parsing & chunking
 
 ---
 
-### **StudentUpdate Model**
-```python
-class StudentUpdate(BaseModel):
-    name: Optional[str] = Field(None, min_length=2, max_length=100)
-    email: Optional[EmailStr] = None
-    age: Optional[int] = Field(None, ge=5, le=100)
-    grade: Optional[str] = Field(None, pattern="^[A-F][+-]?$")
-```
-
-**What it is:**  
-A model for *partial* student updates where all fields are optional.
-
-**What it's used for:**  
-- `Optional[T] = None`: Every field can be omitted (PATCH request style)
-- Allows updating just one field (e.g., only change grade) without sending full data
+## 📦 Directory Structure
 
-**IRL Example:**  
-A student profile editing page on a school portal. You can change just the grade without re-entering name, email, and age. The form has "Save" buttons next to individual fields—all fields are optional, but if you fill one, it must still pass validation.
-
----
-
-### **StudentResponse Model**
-```python
-class StudentResponse(StudentBase):
-    id: int
-    created_at: datetime
-    
-    class Config:
-        from_attributes = True
 ```
-
-**What it is:**  
-The response format when sending student data back to clients.
-
-**What it's used for:**  
-- Adds database-generated fields (`id`, `created_at`) to the base model
-- `from_attributes = True`: Tells Pydantic to read from SQLAlchemy object attributes (`.id`, `.name`) instead of dictionary keys (`["id"]`, `["name"]`)
-
-**IRL Example:**  
-A school report card printing system. The blank form (`StudentBase`) has name, grade, etc. The printed report (`StudentResponse`) adds the official student ID number and the date issued—fields the student didn't provide but were generated by the system.
-
----
-
-### **UserCreate Model**
-```python
-class UserCreate(BaseModel):
-    username: str = Field(..., min_length=3, max_length=50)
-    password: str = Field(..., min_length=6, max_length=72)
+aki-008-prepai/
+├── Backend/
+│   ├── app/
+│   ├── Dockerfile
+│   └── requirements.txt
+│
+├── Frontend/
+│   ├── src/
+│   ├── Dockerfile
+│   └── vite.config.ts
+│
+├── docker-compose.yml
+└── RUN.md
 ```
 
-**What it is:**  
-Validation model for new user registration.
-
-**What it's used for:**  
-- `min_length=6`: Basic password strength requirement
-- `max_length=72`: Critical for bcrypt/Argon2 compatibility (they truncate at 72 bytes)
-
 ---
 
-### **Password Byte-Size Validator**
-```python
-@validator('password')
-def validate_password(cls, v):
-    if len(v.encode('utf-8')) > 72:
-        raise ValueError('Password cannot exceed 72 bytes')
-    return v
-```
-
-**What it is:**  
-Ensures password doesn't exceed 72 *bytes* (not characters—important for Unicode!).
+## ⚙️ Installation & Setup
 
-**What it's used for:**  
-- Some characters (like emojis) use multiple bytes
-- "🔒🔒🔒" might be 3 characters but 12 bytes
-- Prevents silent truncation by bcrypt
+### **1. Clone the repository**
 
-**IRL Example:**  
-A text message limit. You can send 160 characters, but if you use special Unicode symbols (like 🎉), each might count as 2-4 characters. The validator warns you before you exceed the hidden byte limit.
-
----
-
-### **Token Response Model**
-```python
-class Token(BaseModel):
-    access_token: str
-    token_type: str
 ```
-
-**What it is:**  
-The login response structure.
-
-**What it's used for:**  
-- Standard OAuth2 token format
-- `access_token`: The JWT string
-- `token_type`: Always "bearer" for Bearer token authentication
-
-**IRL Example:**  
-A valet ticket. It has a unique code (`access_token`) and the type of service (`token_type: "bearer"`) which tells the API "This is a bearer token, not a basic auth or API key."
-
----
-
-## 6️⃣ Security & Authentication
-
-### **Password Context**
-```python
-pwd_context = CryptContext(schemes=["argon2"], deprecated="auto")
+git clone <repo-url>
+cd aki-008-prepai
 ```
 
-**What it is:**  
-Configures Argon2 as the password hashing algorithm.
+### **2. Create your `.env` file**
 
-**What it's used for:**  
-- Argon2 is the winner of the Password Hashing Competition (resistant to GPU attacks)
-- `deprecated="auto"`: Future-proofs against algorithm upgrades
+Provide:
 
-**IRL Example:**  
-Choosing a safe for your vault. You select the Argon2 model because it's drill-resistant, fireproof, and can't be opened with a stethoscope (GPU cracking). The "auto-deprecate" feature means if a better safe comes out, the system automatically flags old ones as outdated.
+- PostgreSQL credentials
+- Groq API key
+- OpenAI key (if needed)
+- VAPI_PRIVATE_KEY
+- VAPI_PUBLIC_KEY
+- VAPI_ASSISTANT_ID
 
----
+Example:
 
-### **Password Verification Function**
-```python
-def verify_password(plain_password: str, hashed_password: str) -> bool:
-    password_bytes = plain_password.encode('utf-8')[:72]
-    plain_password_truncated = password_bytes.decode('utf-8', errors='ignore')
-    return pwd_context.verify(plain_password_truncated, hashed_password)
 ```
-
-**What it is:**  
-Safely checks if a plain password matches a stored hash.
-
-**What it's used for:**  
-- Truncates to 72 bytes before verifying (prevents timing attacks)
-- `errors='ignore'`: Drops invalid byte sequences gracefully
-- Returns `True` if match, `False` otherwise
-
-**IRL Example:**  
-A high-security office keypad. When you type your code:
-1. The system only reads first 10 digits (ignores extra)
-2. Compares against stored scrambled code (not the real code)
-3. Green light if they match, red light if not
-4. Takes same time whether you typed 6 or 10 digits (prevents guessing)
-
----
-
-### **Password Hashing Function**
-```python
-def get_password_hash(password: str) -> str:
-    password_bytes = password.encode('utf-8')[:72]
-    password_truncated = password_bytes.decode('utf-8', errors='ignore')
-    return pwd_context.hash(password_truncated)
+DATABASE_URL=postgresql+asyncpg://postgres:password@dblocalhost:5432/studentdb
+GROQ_API_KEY=your-key
+VAPI_PRIVATE_KEY=your-key
+VAPI_PUBLIC_KEY=your-key
+VAPI_ASSISTANT_ID=your-assistant-id
 ```
 
-**What it is:**  
-Converts plain passwords into irreversible hashes for storage.
+### **3. Run the system (Docker)**
 
-**What it's used for:**  
-- Never store plain passwords
-- Same truncation logic as verification
-- Returns a long string starting with `$argon2...`
-
-**IRL Example:**  
-A paper shredder that creates confetti patterns. Every time you shred "password123", it creates the *same unique confetti pattern*. But you can't reverse the pattern back to "password123". Even if thieves steal the confetti, they can't reconstruct the original document.
-
----
-
-### **JWT Token Creation**
-```python
-def create_access_token(data: dict, expires_delta: Optional[timedelta] = None):
-    to_encode = data.copy()
-    expire = datetime.utcnow() + (expires_delta or timedelta(minutes=15))
-    to_encode.update({"exp": expire})
-    encoded_jwt = jwt.encode(to_encode, SECRET_KEY, algorithm=ALGORITHM)
-    return encoded_jwt
 ```
-
-**What it is:**  
-Generates a time-limited authentication token.
-
-**What it's used for:**  
-- Copies user data (like username)
-- Adds expiration timestamp (`exp` claim)
-- Signs with secret key to prevent tampering
-- Returns base64-encoded JWT string
-
-**IRL Example:**  
-A concert venue wristband machine:
-1. You input data: "Adult, 21+, VIP" (`data: dict`)
-2. Machine stamps expiration: "Valid until 11 PM" (`expires_delta`)
-3. Embosses with holographic seal (`SECRET_KEY + ALGORITHM`)
-4. Spits out wristband with barcode (JWT string)
-
-If someone tries to alter "VIP" to "ALL ACCESS", the seal breaks and scanners reject it.
-
----
-
-### **Current User Dependency (The Auth Bouncer)**
-```python
-async def get_current_user(
-    credentials: HTTPAuthorizationCredentials = Depends(security),
-    db: AsyncSession = Depends(lambda: async_session_maker())
-):
-    credentials_exception = HTTPException(
-        status_code=status.HTTP_401_UNAUTHORIZED,
-        detail="Could not validate credentials",
-        headers={"WWW-Authenticate": "Bearer"},
-    )
-    try:
-        token = credentials.credentials
-        payload = jwt.decode(token, SECRET_KEY, algorithms=[ALGORITHM])
-        username: str = payload.get("sub")
-        if username is None:
-            raise credentials_exception
-    except JWTError:
-        raise credentials_exception
-    
-    result = await db.execute(select(User).filter(User.username == username))
-    user = result.scalar_one_or_none()
-    if user is None:
-        raise credentials_exception
-    return user
+docker-compose up --build
 ```
 
-**What it is:**  
-The authentication gatekeeper for protected routes.
+Services started:
 
-**What it's used for:**
-1. **Extract token**: Gets `Authorization: Bearer <token>` header
-2. **Decode JWT**: Verifies signature and expiration
-3. **Extract username**: From `"sub"` (subject) claim
-4. **Database lookup**: Ensures user still exists
-5. **Return user object**: Injects into route functions
+- Frontend → [http://localhost:5173](http://localhost:5173)
+- Backend → [http://localhost:8000](http://localhost:8000)
+- ChromaDB → [http://localhost:8080](http://localhost:8080)
+- PostgreSQL → [http://localhost:5347](http://localhost:5347)
 
-**IRL Example:**  
-A corporate building with RFID badge access:
-1. **Badge swipe**: Employee taps card (`credentials`)
-2. **Scanner verification**: Checks if badge is forged/expired (`jwt.decode`)
-3. **Database check**: Looks up employee ID to ensure they're still employed (`select(User)`)
-4. **Door opens**: Returns employee record to security system (`return user`)
-5. **Invalid badge**: Alarm sounds, door stays locked (`HTTPException`)
+### **4. Dev mode (manual)**
 
-If badge is expired (JWTError) or employee was fired (user is None), the bouncer yells "Access denied!"
-
----
+Backend:
 
-## 7️⃣ Database Dependency
-
-### **Session Lifetime Manager**
-```python
-async def get_db():
-    async with async_session_maker() as session:
-        try:
-            yield session
-            await session.commit()
-        except Exception:
-            await session.rollback()
-            raise
-        finally:
-            await session.close()
 ```
-
-**What it is:**  
-A context manager that handles database sessions for each request.
-
-**What it's used for:**
-- **Creates session**: `async with` opens a new session
-- **Yields**: Gives session to route function (`yield session`)
-- **Auto-commit**: If no errors, saves changes (`await session.commit()`)
-- **Auto-rollback**: If error occurs, undoes changes (`await session.rollback()`)
-- **Cleanup**: Always closes session (`finally: await session.close()`)
-
-**IRL Example:**  
-A bank teller's daily procedure:
-1. **Open drawer**: Gets cash drawer for the day (`yield session`)
-2. **Process transactions**: Helps customers (route function runs)
-3. **Balance**: If no errors, locks drawer and finalizes (`commit`)
-4. **Error**: If robbed, triggers silent alarm and voids transactions (`rollback`)
-5. **Close**: Goes home, drawer locked regardless (`finally: close`)
-
-Even if the teller faints mid-transaction, the `finally` block ensures the drawer gets locked.
-
----
-
-## 8️⃣ FastAPI Application
-
-### **App Initialization**
-```python
-app = FastAPI(
-    title="Student Management API",
-    description="FastAPI + PostgreSQL with SQLAlchemy async",
-    version="1.0.0"
-)
+cd Backend
+python run.py
 ```
 
-**What it is:**  
-Creates the main FastAPI application instance.
+Frontend:
 
-**What it's used for:**
-- `title`: Shows in API documentation (Swagger UI)
-- `description`: Detailed info about the API
-- `version`: Semantic versioning for API changes
-
-**IRL Example:**  
-Opening a new restaurant. You register it with:
-- **Name**: "Student Management Diner" (`title`)
-- **Description**: "Serves fresh student data with PostgreSQL sauce" (`description`)
-- **Version**: "Menu v1.0" (`version`)
-
-This info appears on your website and menu (API docs).
-
----
-
-### **CORS Middleware**
-```python
-app.add_middleware(
-    CORSMiddleware,
-    allow_origins=["*"],  # In production, specify allowed origins
-    allow_credentials=True,
-    allow_methods=["*"],
-    allow_headers=["*"],
-)
 ```
-
-**What it is:**  
-Configures Cross-Origin Resource Sharing policy.
-
-**What it's used for:**
-- `allow_origins=["*"]`: **DANGEROUS** - allows any website to call your API
-- `allow_credentials=True`: Allows cookies/auth headers
-- `allow_methods=["*"]`: Allows GET, POST, PUT, DELETE, etc.
-- `allow_headers=["*"]`: Allows any custom headers
-
-**⚠️ Production Warning:**  
-`["*"]` is like leaving your front door unlocked. In production, specify exact domains like `["https://your-frontend.com"]`.
-
-**IRL Example:**  
-A public library's computer policy vs. a corporate VPN:
-- **Library** (`allow_origins=["*"]`): Anyone can walk in and use computers
-- **Corporate** (`allow_origins=["https://corp.com"]`): Only company-issued laptops can connect
-
----
-
-## 9️⃣ Startup & Shutdown Events
-
-### **Startup Event**
-```python
-@app.on_event("startup")
-async def startup():
-    async with engine.begin() as conn:
-        await conn.run_sync(Base.metadata.create_all)
-    print("✅ Database tables created successfully")
+cd Frontend
+npm install
+npm run dev
 ```
 
-**What it is:**  
-Auto-creates database tables when the app starts.
+ChromaDB:
 
-**What it's used for:**
-- `engine.begin()`: Starts a database transaction
-- `run_sync`: Converts async connection to sync for SQLAlchemy's `create_all`
-- Creates `students` and `users` tables if they don't exist
-- Prints success message
-
-**IRL Example:**  
-A pop-up restaurant's opening checklist:
-1. **Unlock doors** (`engine.begin()`)
-2. **Set up tables and chairs** (`create_all()`)
-3. **Check inventory** (tables created)
-4. **Unlock sign turns green** (print success)
-
-If tables already exist, it's like "Tables are already set up, ready to serve!"
-
----
-
-### **Shutdown Event**
-```python
-@app.on_event("shutdown")
-async def shutdown():
-    await engine.dispose()
-    print("🔴 Database connection closed")
 ```
-
-**What it is:**  
-Gracefully closes database connections when app stops.
-
-**What it's used for:**
-- `engine.dispose()`: Closes all connections in the pool
-- Prevents "orphaned" connections that eat database resources
-- Prints closure message for ops visibility
-
-**IRL Example:**  
-A store's closing procedure:
-1. **Last customer leaves** (last request processed)
-2. **Lock doors** (`shutdown` event triggered)
-3. **Turn off all lights and equipment** (`engine.dispose()`)
-4. **Security system armed** (connections closed)
-5. **Sign on door**: "Closed" (print message)
-
-Without this, it's like leaving all lights and AC on overnight—wastes resources.
-
----
-
-## 10️⃣ Authentication Routes
-
-### **Register Endpoint**
-```python
-@app.post("/auth/register", response_model=dict, tags=["Authentication"])
-async def register(user: UserCreate, db: AsyncSession = Depends(get_db)):
-    result = await db.execute(select(User).filter(User.username == user.username))
-    existing_user = result.scalar_one_or_none()
-    
-    if existing_user:
-        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Username already registered")
-    
-    new_user = User(username=user.username, hashed_password=get_password_hash(user.password))
-    db.add(new_user)
-    await db.commit()
-    
-    return {"message": "User registered successfully", "username": user.username}
+chroma run --host 0.0.0.0 --port 8080 --path ./chroma_store
 ```
 
-**What it is:**  
-Creates a new user account with hashed password.
-
-**What it's used for:**
-1. **Check existence**: Queries if username already taken
-2. **Hash password**: Never stores plain text
-3. **Create user**: Adds to database
-4. **Commit**: Saves transaction
-5. **Return success**: JSON response
-
-**IRL Example:**  
-A gym membership signup:
-1. **Desk clerk checks** if your desired username "GymGuru" is taken
-2. **If taken**: "Sorry, that username is already in use" (`HTTPException`)
-3. **If available**: Scans your ID, takes photo (`User` object created)
-4. **Makes membership card** (`hashed_password` = encrypted member ID)
-5. **Welcome package**: "Welcome GymGuru! Membership #12345 activated"
-
 ---
 
-### **Login Endpoint**
-```python
-@app.post("/auth/login", response_model=Token, tags=["Authentication"])
-async def login(username: str, password: str, db: AsyncSession = Depends(get_db)):
-    result = await db.execute(select(User).filter(User.username == username))
-    user = result.scalar_one_or_none()
-    
-    if not user or not verify_password(password, user.hashed_password):
-        raise HTTPException(status_code=status.HTTP_401_UNAUTHORIZED, detail="...")
-
-access_token_expires = timedelta(minutes=ACCESS_TOKEN_EXPIRE_MINUTES)
-    access_token = create_access_token(data={"sub": user.username}, expires_delta=access_token_expires)
-    
-    return {"access_token": access_token, "token_type": "bearer"}
-```
+## 🧪 Key Features in Detail
 
-**What it is:**  
-Verifies credentials and returns JWT token.
+### **1. PDF Upload & Notes Chat**
 
-**What it's used for:**
-1. **Fetch user**: Get user record from database
-2. **Verify password**: Check hash against input
-3. **Create token**: Generate JWT with username in `"sub"` claim
-4. **Return**: Token for client to store (localStorage, cookies)
+- PDFs are chunked using PyMuPDF + LlamaIndex.
+- Embeddings generated via MiniLM.
+- Chunks stored in ChromaDB.
+- Users can open chats tied to each PDF with full chat history.
 
-**IRL Example:**  
-Hotel check-in:
-1. **Guest says**: "I'm John Doe, room 123" (`username`, `password`)
-2. **Clerk checks**: Looks up reservation (`select(User)`)
-3. **ID verification**: Scans driver's license (`verify_password`)
-4. **If wrong**: "Sorry, we have no reservation under that name" (`401`)
-5. **If correct**: Issues room keycard (JWT token) valid for 3 days (`timedelta`)
-6. **Keycard says**: "Bearer" (you must *bear* this card to access your room)
+### **2. AI Interview System**
 
-The token is your keycard—show it at the bar, gym, pool (protected endpoints) to prove you're a guest.
+- Dynamic prompt generation based on job-role, experience, difficulty.
+- Real-time Vapi-based interview with:
 
----
+  - Emotion recognition
+  - Adjustable voice
+  - Adaptive follow-ups
+  - Strict 5-minute flow
 
-## 11️⃣ Student CRUD Operations
-
-### **Create Student (Protected)**
-```python
-@app.post("/students/", response_model=StudentResponse, status_code=status.HTTP_201_CREATED, tags=["Students"])
-async def create_student(
-    student: StudentCreate,
-    db: AsyncSession = Depends(get_db),
-    current_user: User = Depends(get_current_user)
-):
-    result = await db.execute(select(Student).filter(Student.email == student.email))
-    if existing_student:
-        raise HTTPException(status_code=400, detail=f"Student with email {student.email} already exists")
-    
-    new_student = Student(**student.model_dump())
-    db.add(new_student)
-    await db.commit()
-    await db.refresh(new_student)
-    return new_student
-```
-
-**What it is:**  
-Creates a new student record (requires authentication).
-
-**What it's used for:**
-- **Authentication**: `Depends(get_current_user)` ensures user is logged in
-- **Email uniqueness**: Prevents duplicate emails
-- **Dict unpacking**: `**student.model_dump()` converts Pydantic model to SQLAlchemy object
-- **Refresh**: Reloads from DB to get `id` and `created_at`
-
-**IRL Example:**  
-A school registrar's terminal (requires staff login):
-1. **Staff badge swipe** (`get_current_user` verifies)
-2. **Fill form**: New student data entered
-3. **System checks**: "Email already exists? Show error"
-4. **If unique**: Student record created, ID assigned (auto-increment)
-5. **Receipt printed**: Shows full student data with ID and enrollment date
+- Transcripts saved automatically.
 
-Without badge swipe, the terminal shows "Access Denied."
-
----
-
-### **Get All Students (Paginated)**
-```python
-@app.get("/students/", response_model=List[StudentResponse], tags=["Students"])
-async def get_all_students(
-    skip: int = 0,
-    limit: int = 100,
-    db: AsyncSession = Depends(get_db),
-    current_user: User = Depends(get_current_user)
-):
-    result = await db.execute(select(Student).offset(skip).limit(limit))
-    students = result.scalars().all()
-    return students
-```
+### **3. Quiz Generation**
 
-**What it is:**  
-Returns a list of students with pagination.
+From resumes or notes:
 
-**What it's used for:**
-- `skip`: Number of records to skip (for page 2, 3, etc.)
-- `limit`: Max records per page (prevents overwhelming the client)
-- `result.scalars().all()`: Converts result rows into list of `Student` objects
+- Strict rules enforced by the SYSTEM_PROMPT
+- Always 10 MCQs with 4 options
+- JSON‑structured output
+- Options + explanations
 
-**IRL Example:**  
-A school directory on a website:
-- **Page 1**: `skip=0, limit=100` (students 1-100)
-- **Page 2**: `skip=100, limit=100` (students 101-200)
-- **Staff only**: Must be logged in to view (`get_current_user`)
-- **Fast**: Indexes on `id` and `email` make queries speedy
+### **4. Authentication**
 
-Without pagination, requesting 10,000 students at once could crash the browser.
+- Secure hashing using Argon2
+- JWT tokens
+- Protected routes for all user-specific actions
 
 ---
 
-### **Get Single Student**
-```python
-@app.get("/students/{student_id}", response_model=StudentResponse, tags=["Students"])
-async def get_student(student_id: int, ...):
-    result = await db.execute(select(Student).filter(Student.id == student_id))
-    student = result.scalar_one_or_none()
-    
-    if not student:
-        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail=f"Student with ID {student_id} not found")
-    return student
-```
-
-**What it is:**  
-Fetches one student by ID.
+## 🛠️ Development Notes
 
-**What it's used for:**
-- `student_id: int`: Path parameter from URL (`/students/42`)
-- `scalar_one_or_none()`: Returns one result or None (not a list)
-- **404 if not found**: Standard "not found" response
+### **Backend**
 
-**IRL Example:**  
-A librarian looking up a book:
-1. **Patron asks**: "Do you have book #12345?" (`student_id`)
-2. **Librarian checks catalog** (`select(Student)`)
-3. **Book not found**: "Sorry, that book isn't in our system" (`404`)
-4. **Book found**: Hands over the book details
+- Powered by **FastAPI** with async SQLAlchemy.
+- Auto-table creation on startup.
+- Organized into clear routers: Auth, Notes, Interview, Quiz.
+- Streaming responses for chat.
 
-The ID is like a library card number—unique and used for direct lookup.
+### **Frontend**
 
----
-
-### **Update Student (PUT)**
-```python
-@app.put("/students/{student_id}", response_model=StudentResponse, tags=["Students"])
-async def update_student(
-    student_id: int,
-    student_update: StudentUpdate,
-    ...
-):
-    result = await db.execute(select(Student).filter(Student.id == student_id))
-    student = result.scalar_one_or_none()
-    if not student:
-        raise HTTPException(status_code=404, detail=f"Student with ID {student_id} not found")
-    
-    update_data = student_update.model_dump(exclude_unset=True)
-    if "email" in update_data:
-        # Check email uniqueness across other students
-        ...
-    
-    for key, value in update_data.items():
-        setattr(student, key, value)
-    
-    await db.commit()
-    await db.refresh(student)
-    return student
-```
+- Built on **React + TypeScript**.
+- Modern UI with Tailwind.
+- Routes include: Home, Dashboard, Notes, Interview.
+- ProtectedRoute ensures authentication.
 
-**What it is:**  
-Full or partial update of a student's information.
+### **Docker Setup**
 
-**What it's used for:**
-- `exclude_unset=True`: Only updates fields that were actually sent (PATCH behavior)
-- **Email check**: Ensures new email doesn't belong to another student
-- `setattr(student, key, value)`: Dynamically updates attributes
+`docker-compose.yml` orchestrates:
 
-**IRL Example:**  
-A student filing a change-of-address form:
-1. **Submit form**: Only fill "New Address" field (other fields omitted)
-2. **System checks**: "Is this address used by another student?"
-3. **Update record**: Changes only the address field (`setattr`)
-4. **Save**: File updated, timestamp unchanged
-5. **Confirmation**: Shows full updated record
-
-If you tried to change email to one already in use: "Sorry, that email is taken."
+- PostgreSQL database
+- ChromaDB vector server
+- Backend (Python)
+- Frontend (Nginx)
 
 ---
 
-### **Patch Student Alias**
-```python
-@app.patch("/students/{student_id}", response_model=StudentResponse, tags=["Students"])
-async def partial_update_student(...):
-    return await update_student(student_id, student_update, db, current_user)
-```
-
-**What it is:**  
-A PATCH route that reuses PUT logic.
+## 📄 Interview Transcript Storage
 
-**What it's used for:**  
-- HTTP semantics: PUT = full replace, PATCH = partial update
-- Here both behave identically due to `exclude_unset=True`
-- Could be refactored later to have different validation
+During every interview:
 
-**IRL Example:**  
-A restaurant with two doors:
-- **Main entrance** (`PUT`): You can enter with full party or alone
-- **Side door** (`PATCH`): Says "Express Entry" but leads to same host stand
-- Both get you to the same table; side door is just for "quick update" perception
+- All real-time transcripts are appended in `Backend/transcripts/<call_id>.txt`.
+- Summary is appended at end of call.
 
 ---
 
-### **Delete Student**
-```python
-@app.delete("/students/{student_id}", status_code=status.HTTP_204_NO_CONTENT, tags=["Students"])
-async def delete_student(...):
-    result = await db.execute(select(Student).filter(Student.id == student_id))
-    student = result.scalar_one_or_none()
-    if not student:
-        raise HTTPException(status_code=404, detail=f"Student with ID {student_id} not found")
-    
-    await db.delete(student)
-    await db.commit()
-    return None
-```
+## 🚧 Roadmap
 
-**What it is:**  
-Removes a student from the database.
+Future improvements:
 
-**What it's used for:**
-- **204 No Content**: Successful deletion returns no body (REST best practice)
-- **Idempotent**: Deleting twice is safe (second time returns 404)
-- **Return None**: FastAPI recognizes None + 204 status = empty response
-
-**IRL Example:**  
-A school registrar shredding a withdrawn student's file:
-1. **Confirm ID**: "Withdraw student #42?" (`student_id`)
-2. **If not found**: "No such student record" (`404`)
-3. **If found**: Shreds file (`db.delete`), updates master index (`commit`)
-4. **No receipt**: Just a nod ("204")—nothing to show, job done
-
-HTTP 204 is like a paperless receipt: "Success, but nothing to return."
+- User analytics dashboard
+- Multi-file knowledge merging
+- Advanced scoring for interview responses
+- Multi-voice model selector
+- Mobile-friendly front-end layout
 
 ---
 
-## 12️⃣ Health Check & Runner
-
-### **Health Endpoint**
-```python
-@app.get("/", tags=["Health"])
-async def root():
-    return {
-        "status": "healthy",
-        "message": "Student Management API is running",
-        "version": "1.0.0"
-    }
-```
-
-**What it is:**  
-A simple endpoint to check if API is alive.
+## 🧑‍💻 Contributing
 
-**What it's used for:**
-- Load balancers ping this to see if instance is healthy
-- Monitoring tools check uptime
-- Humans can `curl http://localhost:8000/` for quick test
-
-**IRL Example:**  
-A doctor's stethoscope check. The doctor (load balancer) listens to your heart (`GET /`) and hears:
-- "Status: Healthy!"
-- "Message: All systems operational"
-- "Version: Human v2.0"
-
-If no heartbeat, you're marked "unhealthy" and removed from service.
+Feel free to open issues or submit pull requests. Contributions are welcome for both frontend and backend.
 
 ---
 
-### **Application Runner**
-```python
-if __name__ == "__main__":
-    import uvicorn
-    uvicorn.run("main:app", host="0.0.0.0", port=8000, reload=True)
-```
-
-**What it is:**  
-Direct execution script for development.
+## 📜 License
 
-**What it's used for:**
-- `if __name__ == "__main__"`: Only runs when script is executed directly (not imported)
-- `uvicorn.run()`: Starts the ASGI server
-- `"main:app"`: String format for reload mode (module:app instance)
-- `host="0.0.0.0"`: Listens on all network interfaces (accessible from other computers)
-- `port=8000`: HTTP port
-- `reload=True`: **Dev only** - auto-restarts on code changes
-
-**IRL Example:**  
-Starting a car:
-- `if __name__ == "__main__"` is the key ignition check (only start if key is turned)
-- `uvicorn.run()` is the engine starter motor
-- `reload=True` is like a mechanic watching your engine and immediately restarting it if you tweak the carburetor (code changes)
-- In production, you remove the mechanic (`reload=False`) for performance
-
----
-
-## 🎯 Key Concepts Summary
-
-| Concept | IRL Analogy | Why It Matters |
-|---------|-------------|----------------|
-| **Async** | Coffee shop mobile orders | Handle many requests without waiting |
-| **SQLAlchemy ORM** | Digital Rolodex | Use Python objects, not raw SQL strings |
-| **Pydantic** | Airport TSA | Validate everything before it enters |
-| **JWT** | Concert wristband | Stateless auth, scalable across servers |
-| **CORS** | Doorbell camera | Block unauthorized websites |
-| **Dependencies** | Dishwashing service | Reusable, clean resource management |
-| **Migrations** | IKEA assembly manual | Version control for database schema |
-
----
-
-## 🔒 Security Checklist
-
-- ✅ **Never hardcode secrets** - Use environment variables
-- ✅ **Never store plain passwords** - Hash with Argon2
-- ✅ **Never trust client input** - Pydantic validates everything
-- ✅ **Protect all routes** - `Depends(get_current_user)` on sensitive endpoints
-- ✅ **Use HTTPS in production** - Prevents token interception
-- ⚠️ **Fix CORS** - Change `["*"]` to specific domains in production
-- ⚠️ **Rate limiting** - Add to prevent brute-force on `/auth/login`
-- ⚠️ **Password reset** - Add flow for forgotten passwords
+This project is licensed under your chosen license (MIT recommended).
 
 ---
 
-## 🚀 Running the Application
-
-**Development:**
-```bash
-pip install -r requirements.txt
-export DATABASE_URL="postgresql+asyncpg://..."
-export SECRET_KEY="your-secret-key-here"
-python main.py
-```
-
-**Production (using gunicorn):**
-```bash
-gunicorn main:app -w 4 -k uvicorn.workers.UvicornWorker --bind 0.0.0.0:8000
-```
-
-**Access API Docs:**
-Open browser to `http://localhost:8000/docs` for interactive Swagger UI.
-
----
+### ❤️ Thank you for using PrepAI!
 
-**End of explainer. Happy coding!**
+If you'd like additional documentation (API reference, UML diagrams, onboarding guide), just ask!