AgentForge - AI Agent Orchestration Platform

A modern, enterprise-grade platform for creating, deploying, and monitoring autonomous AI agents at scale. AgentForge simplifies the entire AI agent lifecycle with an intuitive creation wizard, real-time monitoring dashboard, sophisticated task management, and seamless integration with leading AI models.

How It Works:

1. Agent Creation & Configuration - Users create agents through a step-by-step wizard that guides model selection (OpenAI, Anthropic, Hugging Face), capability definition, behavior configuration, and memory setup. The platform offers pre-built templates for common use cases like customer support and data analysis. Agent definitions are stored as versioned JSON schemas in PostgreSQL.

2. Agent Deployment & Orchestration - Agents run in isolated Docker containers managed by Kubernetes for auto-scaling. The system handles multi-agent coordination through message queues, enabling complex workflows where specialized agents collaborate. Integration layer connects seamlessly to external APIs, databases, and services.

3. Task Management System - Sophisticated task queuing using Celery and Redis allows for priority-based task assignment, dependency management, parallel processing, and cron-like scheduling. Tasks are persisted for reliable execution with full status tracking.

4. Real-Time Monitoring - Comprehensive dashboard built with Chart.js and ECharts displays live metrics, activity streams, performance analytics, health checks, and cost tracking. WebSocket connections provide real-time updates without page refreshes.

5. AI Intelligence Layer - Leverages LangChain for complex reasoning chains, vector databases (Pinecone/Weaviate) for semantic memory, and autonomous tool selection. Agents maintain context awareness and can learn from historical interactions.

6. Security & Compliance - Enterprise-grade security with JWT authentication, role-based access control, API key management, audit logging, and data encryption. Supports OAuth2 and two-factor authentication.

Technical Stack: Frontend (Nuxt.js 3, TypeScript, Tailwind CSS), Backend (FastAPI, PostgreSQL, Redis, Celery), AI/ML (LangChain, OpenAI, Anthropic, Vector DBs), Infrastructure (Docker, Kubernetes, Prometheus, Grafana).