Amit kumar

MemoryVerse AI '26

MemoryVerse is an AI-powered digital identity system that ingests academic/professional documents (PDF, images, DOCX, TXT), auto-classifies them into categories (Project, Skill, Certification, etc.), extracts text, generates embeddings, and enables natural language semantic search. It also discovers relationships between documents (e.g., a certification connects to a skill, which connects to a project) and visualizes them on a timeline and relationship graph. Built with FastAPI + React + SQLite + ChromaDB + Google Gemini Flash, deployable via Docker or free on Hugging Face Spaces. Setup: backend/.env needs GEMINI_API_KEY. Run with Docker: docker compose up --build (port 7860). Or local: cd backend && pip install -r requirements.txt && uvicorn app.main:app --reload + cd frontend && npm install && npm run dev. Test credentials: Register a new account at /register (any email/username/password works). No pre-seeded users. Design decisions: SQLite + ChromaDB for zero-setup local dev. Google Gemini 2.5 Flash for classification/embeddings. Hybrid search (semantic + category-keyword boost). JWT auth with data isolation per user. Single-container Dockerfile for HF Spaces deployment.

EXPIRY ALERT ' 26

1. Clean Separation of Concerns Each branch corresponds to a single feature. The code is well-organized with lib/ for utilities, components/ for shared UI, app/ for pages and API routes. Easy to navigate and maintain. 2. Expiry Tracking Logic is Correct Status is computed dynamically (not stored), so it always reflects today's date. The 30-day threshold for "expiring soon" is a sensible default. Urgency sorting puts the most critical items first. 3. API Returns Computed Status Server-Side The records API enriches each record with status and daysUntilExpiry and sorts by urgency before sending to the frontend. This means the frontend just renders what it receives - no duplication of business logic. 4. Dashboard is Purposeful The dashboard does exactly what the problem statement asks: one screen showing what is active, what is expiring soon, what has expired, and what needs immediate action. The 4 summary cards give instant visibility. 5. Good Grouped View on Records Page Expired, Expiring Soon, and Active records are displayed in separate sections with color-coded headers. Within 7 days gets red urgency indicator, within 14 days gets yellow. This makes it easy to spot what needs attention. 6. Consistent Header with Global Search All pages share the same header with nav and search bar. The search page supports both text search and category/status filtering. 7. Clean UI, No Visual Noise Tailwind CSS is used consistently. Colors follow a logical green/yellow/red pattern. No emojis, no em dashes, no distractions. 8. Seed Data is Thoughtful 15 records across 8 categories with different expiry states (expired, soon, active) means the reviewer can immediately see all features working without creating data manually.

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