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System Architecture

How KnowledgeVault Works

A comprehensive breakdown of the four core architectural principles that make this AI-powered second brain smart, scalable, and future-proof.

Portable Architecture

We designed BrainHub with modularity at its core. Each layer is decoupled and can be swapped independently without affecting the system. Think of it as building with Lego blocks instead of glue—everything clicks together, but nothing is permanently stuck.

Frontend (The Face)

What you see. A fast, interactive interface that runs in your browser.

React components with real-time updates via Supabase subscriptions.

API Layer (The Connector)

Securely handles requests between the frontend and our database/AI.

RESTful endpoints for Search, Chat, and Knowledge Management.

Intelligence (The Brain)

Google's AI model that reads, summarizes, and tags your notes automatically.

Processes unstructured data and generates semantic embeddings.

Memory (The Vault)

A robust cloud database that stores your knowledge forever.

Vector embeddings stored via pgvector for semantic search.

Swappable Components

LayerCurrentAlternativesSwap Effort
AI ModelGemini 3 Flash PreviewClaude 3, GPT-4, Local LLaMA15 mins - Single API swap
DatabaseSupabase (PostgreSQL)Firebase, MongoDB, PlanetScale30 mins - ORM abstraction layer
Frontend FrameworkNext.js 14SvelteKit, Remix, Astro2-3 hours - Components ported
AuthenticationSupabase AuthAuth0, Clerk, NextAuth.js1 hour - Provider migration