BETA
This is a beta version of Cognitor for agentic teams. Features may be incomplete or subject to change.

System Architecture
BETA

Scalable, cloud-native architecture for agentic content operations

security

Multi-tenant

Architecture

Isolated data and permissions per site/organization

scalability

Auto-scaling

Kubernetes

Automatic horizontal scaling based on load and metrics

security

JWT + RBAC

Security Model

JSON Web Tokens with role-based access control

performance

Real-time

Agent Retrieval

Elasticsearch integration for instant context discovery in agent runs

Agent Platform Components

Cognitor Website
frontend

Marketing website showcasing agent-first platform capabilities and documentation

Technologies

Next.js 14
TypeScript
Tailwind CSS
Shadcn UI

Port

:3001

Dependencies

backend-api

Key Features

  • API Documentation
  • Feature Showcase
  • Beta Status Communication
  • Responsive Design
  • +1 more features

CMS Frontend
frontend

React-based admin workspace for agent-driven content operations

Technologies

Next.js 15
React 18
TypeScript
Tailwind CSS

Port

:3000

Dependencies

backend-api

Key Features

  • Multi-site Management
  • Content Editor
  • Media Library
  • AI Tools Integration
  • +2 more features

FastAPI Backend
backend

Python-based REST API for agent orchestration and model integration

Technologies

FastAPI
Python 3.11
SQLAlchemy 2.0
Pydantic

Port

:8000

Dependencies

postgres
elasticsearch
redis

Key Features

  • REST API (220+ endpoints)
  • JWT Authentication
  • Multi-tenant Architecture
  • Agent Service Integration
  • +2 more features

PostgreSQL Database
database

Primary database for structured data storage

Technologies

PostgreSQL 15
Alembic Migrations

Port

:5432

Key Features

  • Multi-site Data Isolation
  • Content Versioning
  • User Management
  • Media Metadata
  • +1 more features

Elasticsearch
service

Full-text search and analytics engine

Technologies

Elasticsearch 8.x

Port

:9200

Key Features

  • Full-text Search
  • Analytics & Statistics
  • Content Suggestions
  • Multi-language Support
  • +1 more features

Redis Cache
service

In-memory caching and session storage

Technologies

Redis 7.x

Port

:6379

Key Features

  • Session Management
  • API Response Caching
  • Rate Limiting
  • Background Job Queue
  • +1 more features

AI Service Providers
external

External model APIs for agent generation and processing

Technologies

OpenAI GPT-4/3.5
FLUX
Stable Diffusion
Kling AI
VEO 3.1 Fast

Key Features

  • Agent Text Generation
  • Agent Image Generation
  • Agent Video Generation
  • Text-to-Speech
  • +2 more features

Kubernetes Cluster
service

Container orchestration and deployment platform

Technologies

Kubernetes
Azure AKS
Docker

Dependencies

docker-registry

Key Features

  • Auto-scaling
  • Load Balancing
  • Service Discovery
  • Health Monitoring
  • +2 more features

Cloud-Native Agent Deployment

Modern deployment practices for reliable agent runtimes

Docker Containerization

All services run in isolated Docker containers with optimized images

Consistent environments
Easy deployment
Resource isolation

Kubernetes Orchestration

Azure AKS cluster for container orchestration and management

Auto-scaling
Load balancing
Health monitoring
Rolling updates

Multi-Environment Support

Separate environments for development and production

Safe testing
CI/CD integration
Environment parity

Monitoring & Logging

Comprehensive observability with metrics, logs, and traces

Performance insights
Error tracking
Security monitoring

Technical Specifications

Complete technology stack and implementation details

languages

TypeScript
Python

frameworks

Next.js 15
React 18
FastAPI

databases

PostgreSQL 15
Elasticsearch 8.x
Redis 7.x

deployment

Docker
Kubernetes
Azure AKS

monitoring

Health checks
Metrics collection
Error tracking

security

JWT Authentication
RBAC
Rate limiting
CORS

AI Services

OpenAI
FLUX
Kling AI
VEO 3.1 Fast
ElevenLabs
Sora 2