🏠 LLM Ecosystem - Master Documentation

Enterprise AI Agent Platform | OSSA-Compliant | Production-Ready | FedRAMP Moderate

Welcome to the complete documentation for the LLM Ecosystem - a comprehensive, enterprise-grade platform for building, deploying, and managing AI agents at scale.

🚀 Quick Links

📋 Platform Overview

The LLM Ecosystem is a unified platform for AI agent development, orchestration, and management. Built on open standards (OSSA, OpenAPI, Kubernetes), it provides everything needed for enterprise-scale AI deployments.

🎯 Core Capabilities

Agent Development - OSSA-Compliant Agents - Build vendor-neutral agents using the OpenAPI for AI Agents - Multi-Language Support - TypeScript, Python, PHP (Drupal) - Four Agent Roles - Governor, Worker, Critic, Observer - 200+ Agent Templates - Pre-built patterns for common use cases

Orchestration & Coordination - Agent Mesh - Backend coordination layer with gRPC - Workflow Engine - Visual workflow design (Langflow-compatible) - BuildKit CLI - Complete agent lifecycle management - Kubernetes Native - Production-ready orchestration

AI Provider Integration - LLM Gateway - Unified routing for Anthropic, OpenAI, Google, Cohere, Ollama - Smart Routing - Cost-optimized, performance-based, quality-based, failover - Apple Intelligence - Foundation Models integration - Vector Databases - Qdrant for semantic search and RAG

Enterprise Features - FedRAMP Moderate - 325 security controls implemented - NIST 800-53 Rev 5 - Complete control catalog - Multi-Tenancy - Isolated namespaces and RBAC - Auto-Scaling - HPA, VPA, Cluster Autoscaler - Complete Observability - Phoenix Arize, OpenTelemetry, Prometheus, Grafana

🏗️ Architecture at a Glance

graph TB
    subgraph "Frontend Layer"
        Drupal[LLM Platform - Drupal 11 PRIMARY]
        UI[Agent Studio - macOS/iOS/Web]
        Chat[Agent Chat - LibreChat]
        Alt[Alternative Services Dashboard]
    end

    subgraph "API Gateway Layer"
        Router[Agent Router - LLM Gateway]
        API[API Normalizer]
    end

    subgraph "Orchestration Layer"
        Mesh[Agent Mesh - Coordination]
        Workflow[Workflow Engine - Langflow]
        BuildKit[BuildKit - BAR Runtime]
    end

    subgraph "Agent Layer"
        Gov[Governors - Policy & Orchestration]
        Work[Workers - Task Execution]
        Crit[Critics - Quality Assurance]
        Obs[Observers - Monitoring]
    end

    subgraph "AI/ML Layer"
        LLM[LLM Providers - Claude, GPT-4, etc.]
        Vector[Qdrant - Vector DB]
        Apple[Apple Foundation Models]
    end

    subgraph "Data Layer"
        PG[(PostgreSQL)]
        Redis[(Redis)]
        Neo4j[(Neo4j)]
    end

    subgraph "Observability Layer"
        Phoenix[Phoenix Arize - AI Ops]
        Prom[Prometheus - Metrics]
        Jaeger[Jaeger - Tracing]
        Grafana[Grafana - Dashboards]
    end

    UI --> Router
    Chat --> Router
    Alt --> API
    Router --> Mesh
    API --> Mesh
    Mesh --> Workflow
    Mesh --> BuildKit
    Workflow --> Gov
    Workflow --> Work
    BuildKit --> Work
    BuildKit --> Crit
    BuildKit --> Obs
    Work --> LLM
    Work --> Vector
    Work --> Apple
    Gov --> PG
    Work --> Redis
    Mesh --> Neo4j
    Work --> Phoenix
    BuildKit --> Prom
    Mesh --> Jaeger
    Phoenix --> Grafana

📦 Platform Components

🌟 LLM Platform - Drupal 11 (PRIMARY PLATFORM)

The LLM Platform is the primary user interface and management system for the entire AI agent ecosystem.

Key Features: - 🤖 Agent Management - Create, configure, deploy, and monitor AI agents - 📊 Analytics Dashboard - Real-time agent performance and cost tracking - 🔐 Compliance Center - FedRAMP, NIST 800-53, government compliance - 🔌 MCP Registry - 76+ Model Context Protocol services - 📝 Workflow Designer - Visual agent workflow builder - 🏛️ Government RFP Tools - Automated RFP response generation - 📚 DITA CCMS - Technical documentation management - 🎨 Charts & Analytics - AI-powered data visualization

Drupal Modules (21)

NPM Packages (15)

🗺️ Documentation Map

🎓 Learning Path

New to the Platform? 1. Getting Started - Installation and setup 2. Developer Guides - Build agents and workflows 3. Tutorials & Examples - Hands-on guides 4. Troubleshooting - Resolve issues

Ready to Deploy? 1. Architecture - Understand the system 2. Deployment & Operations - Deploy anywhere 3. Security & Compliance - Secure your platform 4. Observability & Analytics - Monitor everything

Building Agents? 1. Standards - Learn best practices 2. Developer Guides - Build agents 3. Testing & Quality - Test everything 4. Migration Guides - Migrate from other frameworks

📚 Core Documentation

🎯 Getting Started Installation, setup, and first steps. Get running in 5 minutes. - Quick start guide - System setup and configuration - Platform overview - API essentials

📐 Standards & Specifications OSSA, OpenAPI, TDD standards, and best practices. - OSSA specification and compliance - OpenAPI standards - Code style guides - Development best practices

🏗️ Architecture System design, components, and patterns. - System components and design - Integration patterns - Scalability strategies - High-level overview

💻 Development

🔧 Developer Guides Package documentation, Drupal development, agent creation. - NPM packages overview - Drupal module development - Agent creation guide - CLI tools reference

📡 API Reference Complete API catalog with 240+ services. - API documentation - Service specifications - Authentication methods - Integration examples

🧪 Testing & Quality TDD methodology, quality gates, and automation. - Test-driven development methodology - Code quality standards - Testing strategies - Quality assurance tools

🚀 Operations

🚀 Deployment & Operations Production deployment, CI/CD, monitoring. - Local development setup - Kubernetes deployment guide - Infrastructure configuration - Production operations

📊 Observability & Analytics AI Ops, tracing, metrics, monitoring. - Agent monitoring and tracing - Metrics and dashboards - Log aggregation - Performance monitoring

🛡️ Security & Compliance FedRAMP, NIST, encryption, RBAC. - Security architecture - Compliance frameworks - Encryption standards - Access control

📖 Learning & Support

🎓 Tutorials & Examples Hands-on guides and working examples. - Quick start tutorials - Step-by-step guides - Integration examples - Code samples

🔁 Migration Guides Framework and version migrations. - Framework migration guides - Version upgrade paths - Platform migrations - Data migration strategies

🛠️ Troubleshooting Common issues, debugging, error codes. - Common problems and solutions - Component-specific guides - Debugging techniques - Error reference

📚 Reference

📚 Reference CLI commands, configuration, schemas. - Command reference - Configuration guide - Schema documentation - Glossary and terms

📝 Release Notes Platform releases, changelogs, upgrades. - Platform updates - Component releases - Breaking changes - Upgrade information

🎯 By Your Role

Choose your path based on your role:

Developers

Path: Getting Started → Developer Guides → API Reference → Testing

1. Getting Started - Setup your environment
2. Developer Guides - Build with the platform
3. API Reference - Integrate services
4. Testing & Quality - Test-first development
5. Tutorials & Examples - Learn from examples

Architects

Path: Architecture → Standards → Deployment → Security

1. Architecture - Understand the platform
2. Standards - Learn best practices
3. Deployment & Operations - Production architecture
4. Security & Compliance - Security design
5. Observability & Analytics - Monitoring strategy

DevOps Engineers

Path: Deployment → Observability → Security → Troubleshooting

1. Deployment & Operations - Deploy infrastructure
2. Observability & Analytics - Monitor everything
3. Security & Compliance - Secure operations
4. Troubleshooting - Resolve issues
5. Standards - Follow best practices

Compliance Officers

Path: Security & Compliance → Standards → Architecture

1. Security & Compliance - Compliance framework
2. Standards - Security standards
3. Deployment & Operations - Operational compliance
4. Architecture - System design for compliance
5. Reference - Configuration and standards

📊 Platform Statistics

• NPM Packages: 15 production-ready packages
• Drupal Modules: 20+ custom modules
• OpenAPI Specs: 240+ service specifications
• OSSA Agents: 25+ pre-built agents
• Security Controls: 325 FedRAMP controls
• Documentation Pages: 200+ comprehensive guides
• MCP Services: 76+ integrated services

🌐 External Resources

• OSSA Website: openstandardagents.org
• GitLab Group: gitlab.com/blueflyio/agent-platform
• Issues: GitLab Issues
• OpenAPI Registry: Technical Guide

📞 Getting Help

• Documentation Issues: Report here
• Troubleshooting: Troubleshooting Guide
• Community: Support Resources

Last Updated: 2025-11-22
Documentation Version: 1.0.0
Platform Versions: See Release Notes

Built with: OSSA v0.2.4 | Drupal 11 | Kubernetes 1.28+ | Node.js 20+ | PHP 8.3+