Technology Stack

Complete technology stack powering the Qubitz AI platform.

Qubitz is built exclusively on Amazon Web Services. Every component - from the frontend to agent runtimes to storage - runs on AWS. There are no third-party cloud dependencies.

Primary region: eu-central-1 - Bedrock region: eu-west-2

AI & Agent Runtime

LayerTechnology
Cloud InfrastructureAWS (exclusive)
Agent RuntimeAWS Bedrock AgentCore
AI OrchestrationStrands Agents - multi-agent framework with dynamic orchestration
AI ModelsAmazon Bedrock - 24+ models across Anthropic Claude, Amazon Nova, Meta Llama, Mistral, NVIDIA, and more
Voice AIAmazon Nova Sonic - real-time voice conversations
Agent MemoryAgentCore Memory - short-term and long-term persistent memory
Document IntelligenceAWS Textract + Amazon Bedrock Data Automation
Content SafetyAmazon Bedrock Guardrails
PII DetectionAmazon Macie

AI Backend

LayerTechnology
LanguagePython
API GatewayFastAPI + Uvicorn - WebSocket proxy gateway for real-time agent streaming
Agent Patterns15+ specialized agent runtimes: ControlHub, UCT, GraphRagAgent, AppDeployer, ArchitectureAgent, BusinessCaseAgent, ComplianceAgent, DesignDocAgent, DevGuideAgent, PenTestAgent, WafrAIAgent, Observability, Channel, PPTX Generator, Evaluation, and more
Async Job ProcessingAmazon SQS + Dead Letter Queue - architecture diagram generation, document builds

Application Layer

LayerTechnology
Frontend FrameworkNext.js 14 (App Router) + React 18 + TypeScript
StylingTailwind CSS + shadcn/ui + Radix UI component primitives
AnimationsFramer Motion
IconsLucide React + React Icons
Platform HostingAWS Amplify Gen2
Serverless BackendAWS Lambda - 8 functions for backend API operations
AuthenticationAmazon Cognito - user pools with business email validation
OAuth Integrations18 pre-configured providers (Google, Microsoft, Slack, Salesforce, GitHub, and more)
PaymentsStripe
EmailAmazon SES
MarketplaceAWS Marketplace - entitlement and metering

Real-time & State

LayerTechnology
Real-time StreamingSocket.IO (client + server) + WebSocket (ws)
Server-Sent EventsSSE - GraphRAG and document streams
State ManagementZustand
Data Fetching & CachingSWR + React Query
Form HandlingReact Hook Form + Zod schema validation

Data Visualization & Document Generation

LayerTechnology
Charts & AnalyticsRecharts
Flow DiagramsReactFlow + XYFlow
Knowledge GraphCytoscape.js + cytoscape-fcose layout
Diagram RenderingMermaid
Data TablesTanStack Table
PDF Generation@react-pdf/renderer + pdf-lib + jsPDF
PDF Viewingpdfjs-dist + react-pdf
PowerPoint Generationpptxgenjs
Word Document Generationdocx

Integrations

LayerTechnology
MCP GatewayAWS Bedrock AgentCore Gateway
Knowledge BaseAmazon Bedrock Knowledge Base
RAG ConnectorsConfluence, SharePoint, Salesforce, GitHub, S3, Web Crawler
Business Integrations16 pre-configured providers - Slack, Jira, Teams, Salesforce, Zendesk, and more
Microsoft 365Microsoft Graph API + Azure Identity
Google WorkspaceGoogle APIs (googleapis)
Web SearchMulti-provider search via MCP
Voice ChannelsTwilio

Data & Storage

LayerTechnology
Primary DatabaseAmazon DynamoDB
Vector StorageAmazon S3 Vectors - RAG embeddings
Object StorageAmazon S3
Parameter StoreAWS Systems Manager (SSM)
SecretsAWS Secrets Manager

Infrastructure & DevOps

LayerTechnology
Container RuntimeAmazon ECS Fargate - containerized AI backend
Container RegistryAmazon ECR
Real-time SubscriptionsAWS AppSync
Security TestingAWS Security Agent (pen test)
CI/CD - PlatformGitHub Actions + AWS CDK
CI/CD - AI BackendAWS CodeBuild (ARM64)
Infrastructure as CodeAWS CDK v2
IAMAWS Identity and Access Management
ObservabilityAWS X-Ray + Amazon CloudWatch
Service LimitsAWS Service Quotas