Technical
Technical Product Documentation
AIMatrix CLI - Technical Reference

AIMatrix CLI - Technical Reference

AIMatrix CLI is the primary development interface for building, managing, and deploying AI agents and digital twins. This comprehensive technical reference provides complete documentation for developers and DevOps engineers.

Installation

System Requirements

Minimum Requirements:

  • OS: Windows 10+, macOS 10.15+, Linux (Ubuntu 18.04+ LTS)
  • Memory: 4GB RAM (8GB recommended)
  • Storage: 2GB available space
  • Network: Stable internet connection for cloud features

Supported Architectures:

  • x86_64 (Intel/AMD 64-bit)
  • ARM64 (Apple Silicon, ARM-based servers)
  • ARMv7 (Raspberry Pi 4+)

Installation Methods

Automated Installation (Recommended)

macOS and Linux:

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# Download and install latest version
curl -fsSL https://get.aimatrix.com/install.sh | bash

# Verify installation
amx --version

Windows (PowerShell):

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# Download and install latest version
iex ((New-Object System.Net.WebClient).DownloadString('https://get.aimatrix.com/install.ps1'))

# Verify installation
amx --version

Manual Installation

Download Binary:

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# Linux x86_64
wget https://releases.aimatrix.com/cli/v4.2.1/amx-linux-x64.tar.gz
tar -xzf amx-linux-x64.tar.gz
sudo mv amx /usr/local/bin/

# macOS (Intel)
wget https://releases.aimatrix.com/cli/v4.2.1/amx-darwin-x64.tar.gz
tar -xzf amx-darwin-x64.tar.gz
sudo mv amx /usr/local/bin/

# macOS (Apple Silicon)
wget https://releases.aimatrix.com/cli/v4.2.1/amx-darwin-arm64.tar.gz
tar -xzf amx-darwin-arm64.tar.gz
sudo mv amx /usr/local/bin/

# Windows
# Download amx-windows-x64.zip from releases page
# Extract and add to PATH

Package Managers

Homebrew (macOS):

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brew tap aimatrix/tap
brew install aimatrix-cli

Chocolatey (Windows):

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choco install aimatrix-cli

APT (Ubuntu/Debian):

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curl -fsSL https://packages.aimatrix.com/gpg.key | sudo gpg --dearmor -o /usr/share/keyrings/aimatrix-archive-keyring.gpg
echo "deb [signed-by=/usr/share/keyrings/aimatrix-archive-keyring.gpg] https://packages.aimatrix.com/apt stable main" | sudo tee /etc/apt/sources.list.d/aimatrix.list
sudo apt update
sudo apt install aimatrix-cli

YUM (CentOS/RHEL/Fedora):

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sudo rpm --import https://packages.aimatrix.com/gpg.key
sudo tee /etc/yum.repos.d/aimatrix.repo << EOF
[aimatrix]
name=AIMatrix Repository
baseurl=https://packages.aimatrix.com/yum/\$basearch
enabled=1
gpgcheck=1
gpgkey=https://packages.aimatrix.com/gpg.key
EOF
sudo yum install aimatrix-cli

Docker Container 

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# Run CLI in container
docker run --rm -it -v $(pwd):/workspace aimatrix/cli:latest

# Create alias for easier usage
echo "alias amx='docker run --rm -it -v \$(pwd):/workspace aimatrix/cli:latest'" >> ~/.bashrc
source ~/.bashrc

Post-Installation Setup 

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# Initialize CLI configuration
amx init

# Login to AIMatrix Cloud (optional)
amx auth login

# Verify installation and show system info
amx system info

Command Reference

Global Options

All commands support these global options:

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--config, -c     Configuration file path (default: ~/.amx/config.yaml)
--verbose, -v    Verbose output
--quiet, -q      Minimal output
--help, -h       Show help
--version        Show version information
--no-color       Disable colored output
--output, -o     Output format: json, yaml, table (default: table)
--workspace, -w  Workspace directory (default: current directory)

Authentication Commands

amx auth

Manage authentication and authorization.

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# Login to AIMatrix Cloud
amx auth login
amx auth login --username user@example.com
amx auth login --token $AMX_API_TOKEN

# Login to private registry
amx auth login registry.company.com --username admin --password-stdin

# Show current authentication status
amx auth status

# Logout from all sessions
amx auth logout
amx auth logout --all

# Manage API tokens
amx auth token create --name "ci-cd-token" --expires 90d
amx auth token list
amx auth token revoke token-id-here

Workspace Management

amx init

Initialize a new AIMatrix workspace.

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# Initialize with default settings
amx init

# Initialize with specific template
amx init --template customer-service-bot
amx init --template data-processing-pipeline
amx init --template e-commerce-assistant

# Initialize with custom configuration
amx init --name MyProject --description "Custom AI Assistant" --language kotlin

# Initialize from existing project
amx init --from https://github.com/example/amx-template.git
amx init --from /path/to/existing/project

Workspace Structure Created:

my-project/
├── amx.yaml              # Project configuration
├── agents/               # Agent definitions
│   └── example-agent.twinml
├── knowledge/            # Knowledge base files
│   ├── documents/
│   └── structured/
├── tests/                # Test files
│   └── agent-tests.yaml
├── scripts/              # Build and deployment scripts
│   ├── build.sh
│   └── deploy.sh
└── .amx/                # Local workspace settings
    ├── config.yaml
    └── cache/

amx workspace

Manage workspace settings and operations.

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# Show workspace information
amx workspace info
amx workspace status

# List all workspaces
amx workspace list

# Switch between workspaces
amx workspace switch /path/to/other/workspace

# Clean workspace (remove cache, logs, temp files)
amx workspace clean
amx workspace clean --force

# Backup workspace
amx workspace backup --output backup-$(date +%Y%m%d).tar.gz

# Restore from backup
amx workspace restore backup-20241201.tar.gz

# Workspace validation
amx workspace validate
amx workspace validate --fix    # Auto-fix common issues

Agent Development

amx agent

Create, manage, and deploy AI agents.

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# Create new agent
amx agent create customer-service
amx agent create --name sales-assistant --template sales --language python
amx agent create --interactive    # Interactive agent creation wizard

# List agents in workspace
amx agent list
amx agent list --status active
amx agent list --output json

# Show agent details
amx agent show customer-service
amx agent show customer-service --verbose

# Validate agent configuration
amx agent validate customer-service
amx agent validate --all

# Test agent locally
amx agent test customer-service
amx agent test customer-service --input "Hello, I need help with my order"
amx agent test --interactive customer-service

# Build agent artifacts
amx agent build customer-service
amx agent build --all
amx agent build customer-service --target docker
amx agent build customer-service --target kubernetes --output k8s-manifests/

# Deploy agent
amx agent deploy customer-service
amx agent deploy customer-service --target staging
amx agent deploy customer-service --target production --confirm

# Manage agent lifecycle
amx agent start customer-service
amx agent stop customer-service
amx agent restart customer-service
amx agent scale customer-service --replicas 5

# Agent logs and monitoring
amx agent logs customer-service
amx agent logs customer-service --follow --tail 100
amx agent metrics customer-service
amx agent events customer-service

# Export/Import agents
amx agent export customer-service --output customer-service.amx
amx agent import customer-service.amx

Advanced Agent Operations 

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# Clone existing agent
amx agent clone customer-service new-customer-service
amx agent clone --from-registry hub.aimatrix.com/templates/chatbot

# Agent versioning
amx agent version customer-service                    # Show current version
amx agent version customer-service --bump patch       # Increment patch version
amx agent version customer-service --set 2.1.0       # Set specific version
amx agent rollback customer-service --to 2.0.5       # Rollback to version

# Agent configuration management
amx agent config get customer-service
amx agent config set customer-service memory.limit 2Gi
amx agent config set customer-service environment.LOG_LEVEL debug
amx agent config unset customer-service environment.DEPRECATED_VAR

# Agent secrets management
amx agent secret set customer-service DATABASE_PASSWORD
amx agent secret get customer-service DATABASE_PASSWORD
amx agent secret list customer-service
amx agent secret delete customer-service OLD_API_KEY

# Performance profiling
amx agent profile customer-service --duration 5m
amx agent profile customer-service --output profile.json
amx agent benchmark customer-service --requests 1000 --concurrency 10

Knowledge Management

amx knowledge

Manage knowledge bases and data sources.

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# Create knowledge base
amx knowledge create product-catalog
amx knowledge create --name customer-faq --type structured --format json

# Add knowledge sources
amx knowledge add product-catalog --source documents/product-manual.pdf
amx knowledge add product-catalog --source https://api.company.com/products --type api
amx knowledge add customer-faq --source data/faq.json --format json

# List knowledge bases
amx knowledge list
amx knowledge list --type document
amx knowledge list --status ready

# Show knowledge base details
amx knowledge show product-catalog
amx knowledge show product-catalog --include-sources

# Update knowledge base
amx knowledge update product-catalog
amx knowledge update product-catalog --source documents/updated-manual.pdf
amx knowledge sync product-catalog    # Sync with external sources

# Search knowledge base
amx knowledge search product-catalog "installation process"
amx knowledge search customer-faq --query "refund policy" --limit 10

# Knowledge base operations
amx knowledge validate product-catalog
amx knowledge rebuild product-catalog     # Rebuild from sources
amx knowledge optimize product-catalog    # Optimize for performance
amx knowledge backup product-catalog --output kb-backup.amx

# Export/Import knowledge bases
amx knowledge export product-catalog --format json --output catalog.json
amx knowledge import catalog.json --name imported-catalog

Package Management

amx package

Manage packages, dependencies, and components.

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# Package information
amx package search chatbot
amx package search --category nlp --author aimatrix
amx package info nlp-processor
amx package versions nlp-processor

# Install packages
amx package install nlp-processor
amx package install nlp-processor@2.1.0
amx package install --dev testing-framework
amx package install --global amx-dev-tools

# Manage installed packages
amx package list
amx package list --outdated
amx package update nlp-processor
amx package update --all
amx package remove old-package

# Package development
amx package init my-custom-component
amx package build
amx package build --target production
amx package test
amx package publish --registry private.company.com
amx package validate

# Dependency management
amx package deps
amx package deps --tree
amx package deps --outdated
amx package audit            # Security audit
amx package audit --fix      # Auto-fix security issues

Deployment Management

amx deploy

Deploy applications to various targets.

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# Deploy to different environments
amx deploy                           # Deploy to default target
amx deploy --target staging
amx deploy --target production --confirm
amx deploy --target local --port 8080

# Container deployments
amx deploy --target docker
amx deploy --target docker --registry registry.company.com/my-app
amx deploy --target kubernetes --namespace aimatrix-prod
amx deploy --target kubernetes --config k8s-config.yaml

# Cloud deployments
amx deploy --target aws --region us-west-2
amx deploy --target azure --resource-group aimatrix-rg
amx deploy --target gcp --project my-gcp-project

# Deployment management
amx deploy status
amx deploy status --target production
amx deploy logs --target staging
amx deploy rollback --target production --to-version 2.0.1
amx deploy history

# Environment management
amx env list
amx env create development --copy-from staging
amx env config development --set DATABASE_URL postgres://dev-db:5432/app
amx env delete old-environment --force

Configuration Management

amx config

Manage CLI and project configuration.

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# Show current configuration
amx config get
amx config get auth.default-registry
amx config get --all

# Set configuration values
amx config set auth.default-registry hub.aimatrix.com
amx config set deployment.default-target production
amx config set logging.level debug

# Unset configuration values
amx config unset deprecated-setting

# Configuration profiles
amx config profile list
amx config profile create production
amx config profile use production
amx config profile delete development

# Import/Export configuration
amx config export --output amx-config.yaml
amx config import amx-config.yaml
amx config reset --confirm    # Reset to defaults

Development Tools

amx dev

Development and debugging utilities.

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# Start development server with hot reload
amx dev start
amx dev start --port 8080 --debug
amx dev start --agent customer-service --watch

# Interactive development shell
amx dev shell
amx dev shell --agent customer-service

# Generate code and scaffolding
amx dev generate agent --name order-processor --template kotlin
amx dev generate test --agent customer-service
amx dev generate docs --output docs/

# Development utilities
amx dev lint                 # Lint project files
amx dev lint --fix           # Auto-fix linting issues
amx dev format              # Format code files
amx dev check               # Run all checks (lint, test, validate)

# Performance testing
amx dev benchmark --agent customer-service --duration 60s
amx dev load-test --requests 1000 --concurrency 50
amx dev profile --agent customer-service --output profile.json

Monitoring and Debugging

amx logs

View and manage application logs.

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# View logs
amx logs                                    # All logs
amx logs --agent customer-service          # Agent-specific logs
amx logs --level error                      # Filter by level
amx logs --since 1h                         # Recent logs
amx logs --follow                           # Stream logs

# Log analysis
amx logs search "database connection"
amx logs stats --since 24h
amx logs export --output logs-backup.json

# Log configuration
amx logs config --level debug --agent customer-service
amx logs config --format json --output /var/log/amx/

amx status

Check system and application status.

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# System status
amx status
amx status --verbose
amx status --output json

# Component status
amx status --agent customer-service
amx status --knowledge-base product-catalog
amx status --deployment production

# Health checks
amx health
amx health --agent customer-service
amx health --deep                    # Comprehensive health check

Configuration

Configuration Files

Global Configuration (~/.amx/config.yaml) 

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# Authentication settings
auth:
  default_registry: "hub.aimatrix.com"
  token_file: "~/.amx/tokens.yaml"
  auto_refresh: true

# Default project settings
defaults:
  language: "kotlin"
  template: "basic"
  runtime: "amx-engine:4.2.1"

# Deployment settings
deployment:
  default_target: "local"
  targets:
    local:
      type: "local"
      port: 8080
    staging:
      type: "kubernetes"
      cluster: "staging-cluster"
      namespace: "aimatrix-staging"
    production:
      type: "kubernetes"
      cluster: "prod-cluster"
      namespace: "aimatrix-prod"
      confirmation_required: true

# Logging settings
logging:
  level: "info"
  format: "pretty"
  file: "~/.amx/logs/cli.log"
  max_size: "100MB"
  max_age: "30d"

# Performance settings
performance:
  cache_size: "1GB"
  max_concurrent_builds: 4
  timeout:
    build: "10m"
    deploy: "15m"
    test: "5m"

# Registry settings
registries:
  hub.aimatrix.com:
    username: "user@example.com"
    insecure: false
  registry.company.com:
    username: "admin"
    insecure: true

# Development settings
development:
  hot_reload: true
  auto_save: true
  format_on_save: true
  lint_on_build: true

Project Configuration (amx.yaml) 

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# Project metadata
name: "customer-service-bot"
description: "AI-powered customer service assistant"
version: "1.2.0"
authors:
  - "Development Team <dev@company.com>"
license: "MIT"
homepage: "https://github.com/company/customer-service-bot"

# Runtime configuration
runtime:
  engine: "amx-engine:4.2.1"
  language: "kotlin"
  min_memory: "512Mi"
  max_memory: "2Gi"
  cpu_limit: "1000m"

# Agent definitions
agents:
  customer-service:
    file: "agents/customer-service.twinml"
    version: "1.2.0"
    environment:
      LOG_LEVEL: "info"
      MAX_CONVERSATION_LENGTH: "100"
    resources:
      memory: "1Gi"
      cpu: "500m"
    scaling:
      min_replicas: 2
      max_replicas: 10
      target_cpu: 70

# Knowledge bases
knowledge:
  product-catalog:
    sources:
      - "knowledge/products.json"
      - "https://api.company.com/products"
    update_interval: "1h"
    
  customer-faq:
    sources:
      - "knowledge/faq/"
    format: "markdown"

# Dependencies
dependencies:
  runtime:
    - "nlp-processor:2.1.0"
    - "database-connector:1.5.0"
  dev:
    - "testing-framework:1.0.0"
    - "mock-services:0.9.0"

# Build configuration
build:
  exclude:
    - "*.tmp"
    - "logs/"
    - "cache/"
  include_tests: false
  optimize: true
  
# Deployment targets
targets:
  local:
    type: "local"
    port: 8080
    
  staging:
    type: "kubernetes"
    namespace: "staging"
    replicas: 2
    config_map: "staging-config"
    
  production:
    type: "kubernetes"
    namespace: "production"
    replicas: 5
    config_map: "prod-config"
    confirmation_required: true

# Testing configuration
testing:
  unit:
    framework: "amx-test"
    coverage_threshold: 80
  integration:
    services:
      - "postgres:13"
      - "redis:6"
  load:
    max_requests_per_second: 1000
    duration: "5m"

# CI/CD integration
ci:
  on_push:
    - "amx agent validate --all"
    - "amx agent test --all"
    - "amx agent build --all"
  on_release:
    - "amx deploy --target production"

Environment Variables

AIMatrix CLI supports configuration via environment variables:

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# Authentication
export AMX_API_TOKEN="your-api-token-here"
export AMX_REGISTRY="hub.aimatrix.com"
export AMX_USERNAME="user@example.com"

# Paths and directories
export AMX_CONFIG_DIR="~/.amx"
export AMX_WORKSPACE_DIR="/workspace"
export AMX_CACHE_DIR="/tmp/amx-cache"

# Runtime settings
export AMX_ENGINE_VERSION="4.2.1"
export AMX_DEFAULT_LANGUAGE="kotlin"
export AMX_LOG_LEVEL="debug"

# Performance settings
export AMX_MAX_MEMORY="4Gi"
export AMX_MAX_CPU="2000m"
export AMX_BUILD_TIMEOUT="10m"

# Development settings
export AMX_DEV_MODE="true"
export AMX_HOT_RELOAD="true"
export AMX_AUTO_SAVE="true"

# Deployment settings
export AMX_DEFAULT_TARGET="staging"
export AMX_CONFIRM_PRODUCTION="true"

Advanced Features

Custom Templates

Creating Custom Templates 

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# Create template structure
mkdir -p my-template/{agents,knowledge,scripts,tests}

# Template metadata (my-template/template.yaml)
cat > my-template/template.yaml << 'EOF'
name: "E-commerce Assistant"
description: "Template for building e-commerce AI assistants"
version: "1.0.0"
author: "Your Company"

# Template variables
variables:
  - name: "project_name"
    description: "Project name"
    default: "ecommerce-assistant"
  - name: "company_name"
    description: "Company name"
    required: true
  - name: "api_endpoint"
    description: "API endpoint for product data"
    default: "https://api.example.com"

# Files to process with template variables
templates:
  - "agents/assistant.twinml"
  - "amx.yaml"
  - "README.md"

# Post-creation scripts
hooks:
  post_create:
    - "chmod +x scripts/setup.sh"
    - "./scripts/setup.sh"
EOF

# Agent template with variables
cat > my-template/agents/assistant.twinml << 'EOF'
twin {{.project_name | pascalCase}}Assistant {
  version: "1.0.0"
  
  memory {
    company_info: persistent {
      name: "{{.company_name}}"
      api_endpoint: "{{.api_endpoint}}"
    }
  }
  
  // Template continues...
}
EOF

# Package template
amx package init my-template
amx package build my-template
amx package publish my-template --registry templates.company.com

Using Custom Templates 

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# Use local template
amx init --template ./my-template

# Use remote template
amx init --template templates.company.com/ecommerce-assistant

# Use template with variables
amx init --template ecommerce-assistant \
  --var company_name="Acme Corp" \
  --var api_endpoint="https://api.acme.com"

Plugin Development

Creating CLI Plugins 

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// plugins/my-plugin/main.go
package main

import (
    "github.com/aimatrix/cli/plugin"
    "github.com/spf13/cobra"
)

type MyPlugin struct{}

func (p *MyPlugin) Name() string {
    return "my-plugin"
}

func (p *MyPlugin) Version() string {
    return "1.0.0"
}

func (p *MyPlugin) Commands() []*cobra.Command {
    return []*cobra.Command{
        {
            Use:   "my-command",
            Short: "Custom command description",
            Run: func(cmd *cobra.Command, args []string) {
                // Plugin logic here
                plugin.Logger.Info("Executing custom command")
            },
        },
    }
}

func main() {
    plugin.Serve(&MyPlugin{})
}

Plugin Configuration 

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# ~/.amx/plugins.yaml
plugins:
  - name: "my-plugin"
    path: "/usr/local/bin/amx-my-plugin"
    enabled: true
  - name: "company-tools"
    url: "https://plugins.company.com/company-tools"
    version: "2.1.0"
    enabled: true

Installing Plugins 

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# Install from binary
amx plugin install /path/to/plugin-binary

# Install from URL
amx plugin install https://releases.company.com/plugins/my-plugin

# Install from package manager
amx plugin install company-tools@2.1.0

# List installed plugins
amx plugin list

# Enable/disable plugins
amx plugin enable my-plugin
amx plugin disable company-tools

# Update plugins
amx plugin update my-plugin
amx plugin update --all

CI/CD Integration

GitHub Actions 

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# .github/workflows/amx-deploy.yml
name: AMX Deploy

on:
  push:
    branches: [main]
  pull_request:
    branches: [main]

jobs:
  test:
    runs-on: ubuntu-latest
    steps:
    - uses: actions/checkout@v3
    
    - name: Setup AIMatrix CLI
      run: |
        curl -fsSL https://get.aimatrix.com/install.sh | bash
        echo "$HOME/.amx/bin" >> $GITHUB_PATH
    
    - name: Authenticate
      run: amx auth login --token ${{ secrets.AMX_API_TOKEN }}
    
    - name: Validate agents
      run: amx agent validate --all
    
    - name: Run tests
      run: amx agent test --all --output junit --output-file test-results.xml
    
    - name: Build agents
      run: amx agent build --all
    
    - name: Upload test results
      uses: actions/upload-artifact@v3
      with:
        name: test-results
        path: test-results.xml

  deploy-staging:
    needs: test
    runs-on: ubuntu-latest
    if: github.ref == 'refs/heads/main'
    steps:
    - uses: actions/checkout@v3
    
    - name: Setup AIMatrix CLI
      run: |
        curl -fsSL https://get.aimatrix.com/install.sh | bash
        echo "$HOME/.amx/bin" >> $GITHUB_PATH
    
    - name: Deploy to staging
      run: |
        amx auth login --token ${{ secrets.AMX_API_TOKEN }}
        amx deploy --target staging
    
    - name: Run integration tests
      run: amx test --target staging --suite integration

  deploy-production:
    needs: deploy-staging
    runs-on: ubuntu-latest
    if: github.ref == 'refs/heads/main' && github.event_name == 'push'
    environment: production
    steps:
    - uses: actions/checkout@v3
    
    - name: Setup AIMatrix CLI
      run: |
        curl -fsSL https://get.aimatrix.com/install.sh | bash
        echo "$HOME/.amx/bin" >> $GITHUB_PATH
    
    - name: Deploy to production
      run: |
        amx auth login --token ${{ secrets.AMX_PROD_TOKEN }}
        amx deploy --target production --confirm
    
    - name: Verify deployment
      run: amx status --target production --wait-healthy 5m

GitLab CI/CD 

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# .gitlab-ci.yml
image: ubuntu:20.04

variables:
  AMX_VERSION: "4.2.1"

stages:
  - setup
  - test
  - build
  - deploy-staging
  - deploy-production

before_script:
  - apt-get update -qq && apt-get install -y -qq curl
  - curl -fsSL https://get.aimatrix.com/install.sh | bash
  - export PATH="$HOME/.amx/bin:$PATH"
  - amx auth login --token $AMX_API_TOKEN

test:
  stage: test
  script:
    - amx agent validate --all
    - amx agent test --all --output junit --output-file test-results.xml
  artifacts:
    reports:
      junit: test-results.xml
    paths:
      - test-results.xml

build:
  stage: build
  script:
    - amx agent build --all --output build-artifacts/
  artifacts:
    paths:
      - build-artifacts/
    expire_in: 1 week

deploy-staging:
  stage: deploy-staging
  script:
    - amx deploy --target staging
    - amx test --target staging --suite integration
  only:
    - main

deploy-production:
  stage: deploy-production
  script:
    - amx deploy --target production --confirm
    - amx status --target production --wait-healthy 5m
  when: manual
  only:
    - main
  environment:
    name: production
    url: https://app.company.com

Troubleshooting

Common Issues and Solutions

Installation Issues:

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# Permission denied
sudo chmod +x /usr/local/bin/amx
sudo chown $(whoami) /usr/local/bin/amx

# Path not found
echo 'export PATH="$HOME/.amx/bin:$PATH"' >> ~/.bashrc
source ~/.bashrc

# Certificate issues
amx config set network.insecure_skip_verify true  # Only for testing
# Or add certificates:
amx config set network.ca_certs /path/to/ca-bundle.crt

Authentication Issues:

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# Token expired
amx auth login --refresh

# Registry authentication
amx auth login registry.company.com --username admin

# Clear corrupted auth state
rm ~/.amx/tokens.yaml
amx auth login

Build Issues:

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# Clear build cache
amx workspace clean --cache

# Verbose build output
amx agent build --verbose --debug

# Check dependencies
amx package deps --problems
amx package audit --fix

Deployment Issues:

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# Check deployment status
amx deploy status --verbose

# View deployment logs
amx deploy logs --follow

# Rollback deployment
amx deploy rollback --confirm

# Debug connectivity
amx status --target production --debug

Debug Mode 

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# Enable debug logging globally
amx config set logging.level debug

# Enable debug for single command
amx --verbose --debug agent deploy customer-service

# Save debug output to file
amx --debug agent build 2>&1 | tee debug.log

# Environment debug info
amx system debug > system-info.txt

Performance Optimization 

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# Increase build parallelism
amx config set performance.max_concurrent_builds 8

# Optimize cache settings
amx config set performance.cache_size 2GB
amx config set performance.cache_strategy aggressive

# Tune timeouts
amx config set performance.timeout.build 20m
amx config set performance.timeout.deploy 30m

# Enable compression
amx config set network.compression true
amx config set network.keep_alive true

Technical Implementation Specifications

Architecture Overview

AIMatrix CLI is built on a modular architecture using Kotlin/Spring as the primary implementation stack:

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// Core architecture components
package com.aimatrix.cli.core

@SpringBootApplication
@EnableConfigurationProperties
class AMXCliApplication {
    companion object {
        @JvmStatic
        fun main(args: Array<String>) {
            SpringApplication.run(AMXCliApplication::class.java, *args)
        }
    }
}

// Command interface
interface AMXCommand {
    val name: String
    val description: String
    val aliases: List<String>
    
    fun execute(context: CommandContext): CommandResult
    fun validate(args: CommandArgs): ValidationResult
}

Core Components

  1. Command Engine (com.aimatrix.cli.command)

    • Command discovery and registration
    • Argument parsing and validation
    • Plugin system integration
    • Error handling and recovery

  2. Configuration Manager (com.aimatrix.cli.config)

    • Multi-layer configuration (global, project, environment)
    • Configuration validation and migration
    • Profile management
    • Environment variable integration

  3. Workspace Manager (com.aimatrix.cli.workspace)

    • Workspace initialization and validation
    • Directory structure management
    • Dependency resolution
    • Build artifact management

  4. Agent Manager (com.aimatrix.cli.agent)

    • Agent lifecycle management
    • TwinML compilation and validation
    • Runtime deployment coordination
    • Performance monitoring integration

  5. Package Manager (com.aimatrix.cli.package)

    • Dependency resolution and caching
    • Package installation and updates
    • Registry communication
    • Version conflict resolution

Workspace Directory Structure Specification 

<workspace-root>/
├── amx.yaml                          # Project configuration (required)
├── .amx/                             # Local workspace metadata
│   ├── config.yaml                   # Local configuration overrides
│   ├── cache/                        # Build and dependency cache
│   │   ├── packages/                 # Downloaded packages
│   │   ├── builds/                   # Build artifacts
│   │   └── metadata/                 # Workspace metadata cache
│   ├── logs/                         # Local development logs
│   └── state/                        # Runtime state files
├── agents/                           # Agent definitions (required)
│   ├── *.twinml                     # TwinML agent definitions
│   ├── configs/                     # Agent-specific configurations
│   └── resources/                   # Agent resources (models, data)
├── knowledge/                        # Knowledge base sources
│   ├── documents/                   # Document sources
│   │   ├── *.pdf, *.docx, *.txt
│   │   └── metadata.yaml           # Document metadata
│   ├── structured/                  # Structured data sources
│   │   ├── *.json, *.yaml, *.csv
│   │   └── schema.yaml              # Data schema definitions
│   ├── apis/                        # API source configurations
│   │   └── *.api.yaml              # API endpoint definitions
│   └── graphs/                      # Knowledge graph data
│       ├── *.ttl, *.n3, *.owl
│       └── ontology.yaml           # Ontology definitions
├── tests/                           # Test suites
│   ├── unit/                       # Unit tests
│   │   └── *.test.yaml
│   ├── integration/                 # Integration tests
│   │   └── *.integration.yaml
│   ├── load/                       # Load testing scenarios
│   │   └── *.load.yaml
│   └── fixtures/                   # Test data and fixtures
├── scripts/                        # Build and deployment scripts
│   ├── build.sh                   # Custom build script
│   ├── deploy.sh                  # Custom deployment script
│   ├── migrate.sh                 # Data migration script
│   └── hooks/                     # Git hooks and lifecycle scripts
├── deployments/                   # Deployment configurations
│   ├── kubernetes/                # Kubernetes manifests
│   │   ├── *.yaml
│   │   └── kustomization.yaml
│   ├── docker/                    # Docker configurations
│   │   └── Dockerfile
│   └── terraform/                 # Infrastructure as code
│       ├── *.tf
│       └── terraform.tfvars
├── docs/                          # Project documentation
│   ├── README.md
│   ├── API.md
│   └── deployment/
└── examples/                      # Usage examples and samples
    ├── queries/
    └── integrations/

Configuration File Formats

Extended Project Configuration (amx.yaml) 

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# AMX Project Configuration Schema v4.2.1
apiVersion: "v1"
kind: "AMXProject"

# Project metadata
metadata:
  name: "customer-service-bot"
  namespace: "production"  # Optional: deployment namespace
  description: "AI-powered customer service assistant"
  version: "1.2.0"
  labels:
    component: "customer-service"
    tier: "frontend"
    environment: "production"
  annotations:
    "amx.aimatrix.com/created-by": "AMX CLI v4.2.1"
    "amx.aimatrix.com/last-updated": "2024-12-01T10:30:00Z"

# Project specification
spec:
  # Runtime configuration
  runtime:
    engine: "amx-engine:4.2.1"
    language: "kotlin"
    jvm:
      version: "17"
      options: "-Xmx2g -XX:+UseG1GC"
    resources:
      requests:
        memory: "512Mi"
        cpu: "250m"
      limits:
        memory: "2Gi"
        cpu: "1000m"
    health_checks:
      liveness:
        path: "/health"
        port: 8080
        initial_delay: 30
      readiness:
        path: "/ready"
        port: 8080
        initial_delay: 10

  # Agent definitions
  agents:
    customer-service:
      file: "agents/customer-service.twinml"
      version: "1.2.0"
      description: "Main customer service agent"
      enabled: true
      environment:
        LOG_LEVEL: "info"
        MAX_CONVERSATION_LENGTH: "100"
        ENABLE_LEARNING: "true"
      secrets:
        - name: "database-credentials"
          from: "secret/db-creds"
        - name: "api-keys"
          from: "secret/external-apis"
      resources:
        memory: "1Gi"
        cpu: "500m"
        storage: "5Gi"
      scaling:
        min_replicas: 2
        max_replicas: 10
        target_cpu: 70
        target_memory: 80
      dependencies:
        - "nlp-processor"
        - "database-connector"
      health_checks:
        liveness:
          command: ["curl", "-f", "http://localhost:8080/health"]
          interval: 30
        readiness:
          command: ["curl", "-f", "http://localhost:8080/ready"]
          interval: 10

    escalation-agent:
      file: "agents/escalation.twinml"
      version: "1.0.0"
      enabled: false  # Disabled by default
      trigger_conditions:
        - "confidence < 0.7"
        - "sentiment == 'very_negative'"
        - "keyword in ['refund', 'cancel', 'complaint']"

  # Knowledge base configuration
  knowledge:
    product-catalog:
      type: "document"
      sources:
        - path: "knowledge/products.json"
          format: "json"
          weight: 1.0
        - url: "https://api.company.com/products"
          type: "rest_api"
          auth:
            type: "bearer"
            token_from: "secret/api-token"
          refresh_interval: "1h"
          timeout: "30s"
      processing:
        chunking:
          strategy: "semantic"
          max_size: 1000
          overlap: 100
        embedding:
          model: "text-embedding-ada-002"
          dimensions: 1536
      indexing:
        type: "vector"
        similarity_threshold: 0.8
        max_results: 10
      
    customer-faq:
      type: "structured"
      sources:
        - path: "knowledge/faq/"
          format: "markdown"
          recursive: true
      processing:
        validation:
          schema: "knowledge/schemas/faq-schema.json"
        transformation:
          - type: "normalize_text"
          - type: "extract_qa_pairs"
      update_interval: "6h"

  # Dependencies and packages
  dependencies:
    runtime:
      - name: "nlp-processor"
        version: "^2.1.0"
        registry: "hub.aimatrix.com"
        optional: false
      - name: "database-connector"
        version: "~1.5.0"
        registry: "hub.aimatrix.com"
        config:
          driver: "postgresql"
          pool_size: 10
      - name: "monitoring-agent"
        version: "latest"
        registry: "hub.aimatrix.com"
        optional: true
    
    development:
      - name: "testing-framework"
        version: "1.0.0"
      - name: "mock-services"
        version: "0.9.0"
      - name: "debug-tools"
        version: "^2.0.0"

  # Build configuration
  build:
    strategy: "maven"  # maven, gradle, custom
    phases:
      pre_build:
        - "./scripts/prepare.sh"
      build:
        - "mvn clean compile"
        - "amx agent validate --all"
      post_build:
        - "./scripts/package.sh"
        - "amx agent test --unit"
    artifacts:
      include:
        - "target/*.jar"
        - "agents/*.twinml"
        - "knowledge/**/*"
      exclude:
        - "*.tmp"
        - "logs/"
        - "cache/"
        - "*.log"
    optimization:
      enable_compression: true
      minify_resources: true
      bundle_dependencies: false
    cache:
      key_template: "${BRANCH_NAME}-${COMMIT_SHA}-${BUILD_NUMBER}"
      paths:
        - "target/"
        - ".amx/cache/"
        - "node_modules/"  # If using npm packages
  
  # Deployment targets
  targets:
    local:
      type: "local"
      config:
        port: 8080
        debug: true
        hot_reload: true
      environment:
        DATABASE_URL: "jdbc:h2:mem:testdb"
        LOG_LEVEL: "debug"
        
    staging:
      type: "kubernetes"
      cluster:
        name: "staging-cluster"
        context: "staging"
      namespace: "aimatrix-staging"
      config:
        replicas: 2
        service_type: "ClusterIP"
        ingress:
          enabled: true
          host: "staging-api.company.com"
          tls: true
        config_maps:
          - "staging-config"
        secrets:
          - "staging-secrets"
      resources:
        requests:
          memory: "512Mi"
          cpu: "250m"
        limits:
          memory: "1Gi"
          cpu: "500m"
      
    production:
      type: "kubernetes"
      cluster:
        name: "prod-cluster"
        context: "production"
      namespace: "aimatrix-prod"
      config:
        replicas: 5
        service_type: "ClusterIP"
        ingress:
          enabled: true
          host: "api.company.com"
          tls: true
          annotations:
            "cert-manager.io/cluster-issuer": "letsencrypt-prod"
        config_maps:
          - "prod-config"
        secrets:
          - "prod-secrets"
        pod_disruption_budget:
          min_available: 3
      resources:
        requests:
          memory: "1Gi"
          cpu: "500m"
        limits:
          memory: "2Gi"
          cpu: "1000m"
      confirmation_required: true
      rollback:
        enabled: true
        max_revisions: 10
        
    aws-lambda:
      type: "aws_lambda"
      config:
        runtime: "java17"
        memory: 1024
        timeout: 300
        environment:
          variables:
            LOG_LEVEL: "info"
        vpc:
          subnet_ids: ["subnet-12345", "subnet-67890"]
          security_group_ids: ["sg-abcdef"]
        layers:
          - "arn:aws:lambda:us-west-2:123456789:layer:amx-runtime:1"

  # Testing configuration
  testing:
    unit:
      framework: "junit5"
      coverage:
        enabled: true
        threshold: 80
        format: ["html", "xml"]
      parallel: true
      max_parallel: 4
      
    integration:
      framework: "testcontainers"
      services:
        database:
          image: "postgres:13"
          environment:
            POSTGRES_DB: "testdb"
            POSTGRES_USER: "test"
            POSTGRES_PASSWORD: "test"
          ports:
            - "5432:5432"
        redis:
          image: "redis:6-alpine"
          ports:
            - "6379:6379"
      timeout: "10m"
      
    load:
      framework: "k6"
      scenarios:
        baseline:
          executor: "constant-arrival-rate"
          rate: 100  # requests per second
          duration: "5m"
        spike:
          executor: "ramping-arrival-rate"
          start_rate: 0
          target_rate: 1000
          duration: "2m"
      thresholds:
        http_req_duration: ["p(95)<500"]
        http_req_failed: ["rate<0.01"]

  # Security configuration
  security:
    authentication:
      enabled: true
      type: "oauth2"  # oauth2, jwt, api_key
      config:
        issuer: "https://auth.company.com"
        audience: "api.company.com"
    
    authorization:
      enabled: true
      model: "rbac"  # rbac, abac, acl
      policies:
        - path: "security/policies.yaml"
    
    encryption:
      at_rest: true
      in_transit: true
      algorithm: "AES-256-GCM"
      
    secrets:
      provider: "vault"  # vault, aws_secrets, k8s_secrets
      config:
        url: "https://vault.company.com"
        auth_method: "kubernetes"
        
    compliance:
      frameworks: ["SOC2", "GDPR", "HIPAA"]
      audit_logging: true
      data_classification: true

  # Monitoring and observability
  observability:
    metrics:
      enabled: true
      provider: "prometheus"
      scrape_interval: "15s"
      custom_metrics:
        - name: "agent_response_time"
          type: "histogram"
        - name: "knowledge_base_queries"
          type: "counter"
          
    logging:
      level: "info"
      format: "json"
      output:
        - type: "stdout"
        - type: "file"
          path: "/var/log/amx/app.log"
        - type: "elasticsearch"
          config:
            url: "https://es.company.com"
            index: "amx-logs"
            
    tracing:
      enabled: true
      provider: "jaeger"
      sampling_rate: 0.1
      config:
        endpoint: "https://jaeger.company.com"
        
    health_checks:
      enabled: true
      endpoints:
        - path: "/health"
          checks: ["database", "redis", "external_api"]
        - path: "/ready"
          checks: ["configuration", "knowledge_base"]

  # CI/CD integration
  ci:
    provider: "github_actions"  # github_actions, gitlab_ci, jenkins
    
    triggers:
      on_push:
        branches: ["main", "develop"]
        commands:
          - "amx agent validate --all"
          - "amx agent test --unit"
          - "amx agent build --target staging"
          
      on_pull_request:
        commands:
          - "amx agent validate --changed"
          - "amx agent test --changed --coverage"
          - "amx security scan"
          
      on_release:
        commands:
          - "amx agent build --all --target production"
          - "amx deploy --target production --wait"
          - "amx test --target production --suite smoke"
          
    notifications:
      slack:
        webhook: "https://hooks.slack.com/services/..."
        channels: ["#deployments", "#alerts"]
      email:
        recipients: ["dev-team@company.com"]
        
    quality_gates:
      coverage_threshold: 80
      security_scan: "required"
      performance_baseline: "p95 < 500ms"

Authentication and Credential Management

Token-Based Authentication 

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// Authentication service implementation
@Service
class AuthenticationService {
    
    @Value("\${amx.auth.token-file:~/.amx/tokens.yaml}")
    private lateinit var tokenFile: String
    
    @Value("\${amx.auth.default-registry:hub.aimatrix.com}")
    private lateinit var defaultRegistry: String
    
    fun authenticate(registry: String, credentials: Credentials): AuthResult {
        return when (credentials) {
            is TokenCredentials -> authenticateWithToken(registry, credentials.token)
            is UsernamePasswordCredentials -> authenticateWithPassword(registry, credentials)
            is ServiceAccountCredentials -> authenticateWithServiceAccount(registry, credentials)
            else -> AuthResult.Failure("Unsupported credential type")
        }
    }
    
    private fun authenticateWithToken(registry: String, token: String): AuthResult {
        val client = createHttpClient()
        val request = HttpRequest.newBuilder()
            .uri(URI.create("https://$registry/auth/validate"))
            .header("Authorization", "Bearer $token")
            .header("User-Agent", "AMX-CLI/4.2.1")
            .GET()
            .build()
            
        return try {
            val response = client.send(request, HttpResponse.BodyHandlers.ofString())
            when (response.statusCode()) {
                200 -> {
                    val tokenInfo = parseTokenInfo(response.body())
                    storeToken(registry, token, tokenInfo)
                    AuthResult.Success(tokenInfo)
                }
                401 -> AuthResult.Failure("Invalid or expired token")
                403 -> AuthResult.Failure("Token does not have required permissions")
                else -> AuthResult.Failure("Authentication failed: ${response.statusCode()}")
            }
        } catch (e: Exception) {
            AuthResult.Failure("Network error: ${e.message}")
        }
    }
}

// Token storage format
data class TokenInfo(
    val token: String,
    val registry: String,
    val username: String,
    val scopes: List<String>,
    val expiresAt: Instant,
    val refreshToken: String?
)

// Credential types
sealed class Credentials
data class TokenCredentials(val token: String) : Credentials()
data class UsernamePasswordCredentials(val username: String, val password: String) : Credentials()
data class ServiceAccountCredentials(val keyFile: String) : Credentials()

Credential Storage Format (~/.amx/tokens.yaml) 

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# AMX CLI Token Storage
version: "1.0"
encrypted: true  # Tokens are encrypted at rest
tokens:
  "hub.aimatrix.com":
    username: "user@example.com"
    token: "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9..."
    refresh_token: "rt_AbCdEf123456..."
    expires_at: "2024-12-31T23:59:59Z"
    scopes: ["read:packages", "write:packages", "deploy:agents"]
    last_used: "2024-12-01T10:30:00Z"
    
  "registry.company.com":
    username: "service-account"
    token: "sa_token_xyz789..."
    expires_at: "2025-01-15T12:00:00Z"
    scopes: ["read:packages"]
    last_used: "2024-11-30T15:45:00Z"

# Registry configurations
registries:
  "hub.aimatrix.com":
    type: "oci"  # oci, maven, npm, pypi
    insecure: false
    ca_bundle: "/etc/ssl/certs/ca-certificates.crt"
    timeout: "30s"
    retry:
      max_attempts: 3
      backoff: "exponential"
      
  "registry.company.com":
    type: "oci"
    insecure: true  # Internal registry
    proxy: "http://proxy.company.com:8080"
    
# Default authentication settings
defaults:
  registry: "hub.aimatrix.com"
  auto_refresh: true
  token_lifetime: "24h"
  
# Security settings
security:
  encryption:
    algorithm: "AES-256-GCM"
    key_derivation: "PBKDF2"
    iterations: 100000
  master_password:
    required: false
    prompt_timeout: "30s"

Plugin and Extension Architecture

Plugin Interface Definition 

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// Plugin API definition
package com.aimatrix.cli.plugin

// Main plugin interface
interface AMXPlugin {
    val metadata: PluginMetadata
    val commands: List<Command>
    val hooks: List<Hook>
    
    fun initialize(context: PluginContext)
    fun shutdown()
}

// Plugin metadata
data class PluginMetadata(
    val name: String,
    val version: String,
    val description: String,
    val author: String,
    val license: String,
    val homepage: String?,
    val requirements: PluginRequirements
)

data class PluginRequirements(
    val minCliVersion: String,
    val maxCliVersion: String?,
    val dependencies: List<PluginDependency>,
    val permissions: List<Permission>
)

data class PluginDependency(
    val name: String,
    val version: String,
    val optional: Boolean = false
)

enum class Permission {
    READ_WORKSPACE,
    WRITE_WORKSPACE,
    NETWORK_ACCESS,
    SYSTEM_COMMANDS,
    REGISTRY_ACCESS,
    CREDENTIALS_ACCESS
}

// Command interface for plugins
interface Command {
    val name: String
    val aliases: List<String>
    val description: String
    val usage: String
    val examples: List<String>
    
    fun execute(args: CommandArgs, context: CommandContext): CommandResult
    fun validate(args: CommandArgs): ValidationResult
    fun autocomplete(partial: String, context: AutocompleteContext): List<String>
}

// Hook interface for lifecycle events
interface Hook {
    val event: HookEvent
    val priority: Int
    
    fun execute(context: HookContext): HookResult
}

enum class HookEvent {
    PRE_BUILD,
    POST_BUILD,
    PRE_DEPLOY,
    POST_DEPLOY,
    PRE_TEST,
    POST_TEST,
    WORKSPACE_INIT,
    AGENT_CREATED,
    PACKAGE_INSTALLED
}

// Plugin context provides access to CLI services
interface PluginContext {
    val workspace: WorkspaceService
    val config: ConfigurationService
    val logger: Logger
    val http: HttpClient
    val fileSystem: FileSystemService
    val registry: RegistryService
}

Plugin Manifest Format (plugin.yaml) 

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# Plugin manifest specification
apiVersion: "plugin.amx.aimatrix.com/v1"
kind: "Plugin"

metadata:
  name: "company-tools"
  version: "2.1.0"
  description: "Custom tools for Company Corp development workflow"
  author: "Company Corp DevOps Team"
  license: "Proprietary"
  homepage: "https://github.com/company/amx-company-tools"
  
spec:
  # Plugin requirements
  requirements:
    cli_version: "^4.0.0"
    permissions:
      - "READ_WORKSPACE"
      - "WRITE_WORKSPACE"
      - "NETWORK_ACCESS"
    dependencies:
      - name: "base-tools"
        version: "^1.0.0"
        optional: false
      - name: "debug-utils"
        version: ">=0.5.0"
        optional: true
  
  # Plugin binary/executable
  executable:
    type: "jar"  # jar, native, script
    path: "lib/company-tools.jar"
    main_class: "com.company.amx.CompanyToolsPlugin"
    
  # Alternative: script-based plugin
  # executable:
  #   type: "script"
  #   path: "bin/company-tools.sh"
  #   interpreter: "bash"
  
  # Commands provided by this plugin
  commands:
    - name: "company-deploy"
      aliases: ["cdeploy"]
      description: "Deploy using Company's internal deployment system"
      usage: "amx company-deploy [options] <target>"
      examples:
        - "amx company-deploy production"
        - "amx company-deploy --dry-run staging"
      
    - name: "company-monitor"
      description: "Monitor deployments using Company's monitoring system"
      usage: "amx company-monitor [options] <deployment>"
      
  # Lifecycle hooks
  hooks:
    - event: "PRE_DEPLOY"
      priority: 100
      description: "Validate deployment against company policies"
      
    - event: "POST_BUILD"
      priority: 50
      description: "Upload build artifacts to company registry"
  
  # Configuration schema for this plugin
  configuration:
    schema:
      type: "object"
      properties:
        api_endpoint:
          type: "string"
          description: "Company API endpoint"
          default: "https://api.company.com"
        timeout:
          type: "integer"
          description: "API timeout in seconds"
          default: 30
          minimum: 1
          maximum: 300
        enable_monitoring:
          type: "boolean"
          description: "Enable automatic monitoring"
          default: true
      required: ["api_endpoint"]
      
  # Plugin-specific resources
  resources:
    templates:
      - "templates/company-deployment.yaml"
      - "templates/company-service.yaml"
    schemas:
      - "schemas/company-config.json"
    documentation:
      - "docs/README.md"
      - "docs/examples/"

Error Handling and Diagnostics

Error Handling Framework 

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// Error handling system
package com.aimatrix.cli.error

// Base error types
sealed class AMXError(
    override val message: String,
    override val cause: Throwable? = null
) : Exception(message, cause) {
    abstract val code: String
    abstract val severity: ErrorSeverity
    abstract val context: Map<String, Any>
    abstract val suggestions: List<String>
}

enum class ErrorSeverity {
    INFO,
    WARNING,
    ERROR,
    CRITICAL
}

// Specific error types
class WorkspaceError(
    message: String,
    override val code: String,
    override val context: Map<String, Any> = emptyMap(),
    override val suggestions: List<String> = emptyList(),
    cause: Throwable? = null
) : AMXError(message, cause) {
    override val severity = ErrorSeverity.ERROR
}

class ConfigurationError(
    message: String,
    val configPath: String,
    val line: Int? = null,
    val column: Int? = null,
    override val suggestions: List<String> = emptyList(),
    cause: Throwable? = null
) : AMXError(message, cause) {
    override val code = "CONFIG_ERROR"
    override val severity = ErrorSeverity.ERROR
    override val context = mapOf(
        "config_path" to configPath,
        "line" to line,
        "column" to column
    ).filterValues { it != null }
}

class NetworkError(
    message: String,
    val url: String,
    val statusCode: Int? = null,
    val retryable: Boolean = false,
    cause: Throwable? = null
) : AMXError(message, cause) {
    override val code = "NETWORK_ERROR"
    override val severity = if (retryable) ErrorSeverity.WARNING else ErrorSeverity.ERROR
    override val context = mapOf(
        "url" to url,
        "status_code" to statusCode,
        "retryable" to retryable
    ).filterValues { it != null }
    override val suggestions = if (retryable) {
        listOf("The operation will be retried automatically", "Check your network connection")
    } else {
        listOf("Check the URL and try again", "Verify your authentication credentials")
    }
}

// Error handler interface
interface ErrorHandler {
    fun handle(error: AMXError): ErrorHandlingResult
    fun canHandle(error: AMXError): Boolean
}

data class ErrorHandlingResult(
    val handled: Boolean,
    val retry: Boolean = false,
    val exitCode: Int = 1,
    val message: String? = null
)

// Diagnostic system
@Service
class DiagnosticService {
    
    fun runDiagnostics(): DiagnosticReport {
        val checks = listOf(
            SystemDiagnostic(),
            ConfigurationDiagnostic(),
            ConnectivityDiagnostic(),
            WorkspaceDiagnostic(),
            PluginDiagnostic()
        )
        
        val results = checks.map { it.run() }
        return DiagnosticReport(
            timestamp = Instant.now(),
            version = getCliVersion(),
            platform = getPlatformInfo(),
            results = results
        )
    }
    
    fun exportDiagnostics(format: DiagnosticFormat): String {
        val report = runDiagnostics()
        return when (format) {
            DiagnosticFormat.JSON -> objectMapper.writeValueAsString(report)
            DiagnosticFormat.YAML -> yamlMapper.writeValueAsString(report)
            DiagnosticFormat.TEXT -> formatAsText(report)
        }
    }
}

// Diagnostic check interface
interface DiagnosticCheck {
    val name: String
    val description: String
    
    fun run(): DiagnosticResult
}

data class DiagnosticResult(
    val checkName: String,
    val status: DiagnosticStatus,
    val message: String,
    val details: Map<String, Any> = emptyMap(),
    val suggestions: List<String> = emptyList(),
    val duration: Duration
)

enum class DiagnosticStatus {
    PASS,
    WARN,
    FAIL,
    SKIP
}

Performance Considerations

Performance Optimization Strategies 

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// Performance monitoring and optimization
package com.aimatrix.cli.performance

@Configuration
class PerformanceConfig {
    
    @Bean
    @ConfigurationProperties("amx.performance")
    fun performanceSettings(): PerformanceSettings {
        return PerformanceSettings()
    }
}

data class PerformanceSettings(
    // Concurrency settings
    val maxConcurrentBuilds: Int = 4,
    val maxConcurrentDeployments: Int = 2,
    val maxConcurrentTests: Int = 8,
    
    // Caching settings
    val cacheSize: String = "1GB",
    val cacheStrategy: CacheStrategy = CacheStrategy.AGGRESSIVE,
    val cacheEvictionPolicy: EvictionPolicy = EvictionPolicy.LRU,
    
    // Timeout settings
    val buildTimeout: Duration = Duration.ofMinutes(10),
    val deployTimeout: Duration = Duration.ofMinutes(15),
    val testTimeout: Duration = Duration.ofMinutes(5),
    val networkTimeout: Duration = Duration.ofSeconds(30),
    
    // Memory settings
    val maxHeapSize: String = "2G",
    val initialHeapSize: String = "512M",
    val gcAlgorithm: String = "G1GC",
    
    // I/O settings
    val maxFileHandles: Int = 1024,
    val bufferSize: Int = 8192,
    val asyncFileOperations: Boolean = true
)

enum class CacheStrategy {
    NONE,
    CONSERVATIVE,
    AGGRESSIVE,
    CUSTOM
}

enum class EvictionPolicy {
    LRU,  // Least Recently Used
    LFU,  // Least Frequently Used
    FIFO, // First In First Out
    TTL   // Time To Live
}

// Performance monitoring
@Component
class PerformanceMonitor {
    
    private val metrics = mutableMapOf<String, PerformanceMetric>()
    private val timer = Timer()
    
    fun startOperation(operationName: String): OperationTimer {
        val startTime = System.nanoTime()
        return OperationTimer(operationName, startTime) { duration, result ->
            recordMetric(operationName, duration, result)
        }
    }
    
    private fun recordMetric(operation: String, duration: Duration, result: OperationResult) {
        val metric = metrics.getOrPut(operation) { PerformanceMetric(operation) }
        metric.record(duration, result)
    }
    
    fun getMetrics(): Map<String, PerformanceMetric> = metrics.toMap()
    
    fun exportMetrics(format: MetricFormat): String {
        return when (format) {
            MetricFormat.PROMETHEUS -> exportPrometheusFormat()
            MetricFormat.JSON -> exportJsonFormat()
            MetricFormat.CSV -> exportCsvFormat()
        }
    }
}

data class PerformanceMetric(
    val operationName: String,
    var totalExecutions: Long = 0,
    var totalDuration: Duration = Duration.ZERO,
    var minDuration: Duration = Duration.ofNanos(Long.MAX_VALUE),
    var maxDuration: Duration = Duration.ZERO,
    var successCount: Long = 0,
    var failureCount: Long = 0,
    val recentExecutions: CircularBuffer<ExecutionRecord> = CircularBuffer(100)
) {
    
    val averageDuration: Duration
        get() = if (totalExecutions > 0) {
            Duration.ofNanos(totalDuration.toNanos() / totalExecutions)
        } else Duration.ZERO
    
    val successRate: Double
        get() = if (totalExecutions > 0) {
            successCount.toDouble() / totalExecutions
        } else 0.0
    
    fun record(duration: Duration, result: OperationResult) {
        totalExecutions++
        totalDuration = totalDuration.plus(duration)
        
        if (duration < minDuration) minDuration = duration
        if (duration > maxDuration) maxDuration = duration
        
        when (result) {
            OperationResult.SUCCESS -> successCount++
            OperationResult.FAILURE -> failureCount++
        }
        
        recentExecutions.add(ExecutionRecord(Instant.now(), duration, result))
    }
}

// Caching system
@Component
class CacheManager {
    
    private val caches = mutableMapOf<String, Cache<*, *>>()
    
    fun <K, V> getCache(name: String, keyType: Class<K>, valueType: Class<V>): Cache<K, V> {
        @Suppress("UNCHECKED_CAST")
        return caches.getOrPut(name) {
            createCache<K, V>(name)
        } as Cache<K, V>
    }
    
    private fun <K, V> createCache(name: String): Cache<K, V> {
        val config = getCacheConfig(name)
        return CacheBuilder.newBuilder()
            .maximumSize(config.maxSize)
            .expireAfterWrite(config.ttl)
            .recordStats()
            .build()
    }
    
    fun clearAll() {
        caches.values.forEach { it.invalidateAll() }
    }
    
    fun getStats(): Map<String, CacheStats> {
        return caches.mapValues { (_, cache) -> cache.stats() }
    }
}

Security Patterns

Security Framework Implementation 

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// Security framework
package com.aimatrix.cli.security

@Configuration
@EnableGlobalMethodSecurity(prePostEnabled = true)
class SecurityConfig {
    
    @Bean
    fun passwordEncoder(): PasswordEncoder {
        return BCryptPasswordEncoder(12)
    }
    
    @Bean
    fun encryptionService(): EncryptionService {
        return AESEncryptionService()
    }
    
    @Bean
    fun auditLogger(): AuditLogger {
        return JsonAuditLogger()
    }
}

// Encryption service
interface EncryptionService {
    fun encrypt(data: ByteArray, key: SecretKey): EncryptedData
    fun decrypt(encryptedData: EncryptedData, key: SecretKey): ByteArray
    fun generateKey(): SecretKey
    fun deriveKey(password: String, salt: ByteArray): SecretKey
}

@Service
class AESEncryptionService : EncryptionService {
    
    private val algorithm = "AES"
    private val transformation = "AES/GCM/NoPadding"
    private val keyLength = 256
    private val ivLength = 12
    
    override fun encrypt(data: ByteArray, key: SecretKey): EncryptedData {
        val cipher = Cipher.getInstance(transformation)
        val iv = ByteArray(ivLength)
        SecureRandom().nextBytes(iv)
        val ivSpec = GCMParameterSpec(128, iv)
        
        cipher.init(Cipher.ENCRYPT_MODE, key, ivSpec)
        val encrypted = cipher.doFinal(data)
        
        return EncryptedData(
            algorithm = algorithm,
            iv = iv,
            data = encrypted,
            authTag = cipher.getIV() // GCM auth tag
        )
    }
    
    override fun decrypt(encryptedData: EncryptedData, key: SecretKey): ByteArray {
        val cipher = Cipher.getInstance(transformation)
        val ivSpec = GCMParameterSpec(128, encryptedData.iv)
        
        cipher.init(Cipher.DECRYPT_MODE, key, ivSpec)
        return cipher.doFinal(encryptedData.data)
    }
    
    override fun generateKey(): SecretKey {
        val keyGen = KeyGenerator.getInstance(algorithm)
        keyGen.init(keyLength)
        return keyGen.generateKey()
    }
    
    override fun deriveKey(password: String, salt: ByteArray): SecretKey {
        val factory = SecretKeyFactory.getInstance("PBKDF2WithHmacSHA256")
        val spec = PBEKeySpec(password.toCharArray(), salt, 100000, keyLength)
        val key = factory.generateSecret(spec)
        return SecretKeySpec(key.encoded, algorithm)
    }
}

data class EncryptedData(
    val algorithm: String,
    val iv: ByteArray,
    val data: ByteArray,
    val authTag: ByteArray
)

// Secure credential storage
@Service
class SecureCredentialStore {
    
    @Autowired
    private lateinit var encryptionService: EncryptionService
    
    @Value("\${amx.security.credentials.file:~/.amx/credentials.enc}")
    private lateinit var credentialsFile: String
    
    fun storeCredential(registry: String, credential: Credential, masterPassword: String) {
        val credentials = loadAllCredentials(masterPassword).toMutableMap()
        credentials[registry] = credential
        saveAllCredentials(credentials, masterPassword)
    }
    
    fun getCredential(registry: String, masterPassword: String): Credential? {
        val credentials = loadAllCredentials(masterPassword)
        return credentials[registry]
    }
    
    fun deleteCredential(registry: String, masterPassword: String) {
        val credentials = loadAllCredentials(masterPassword).toMutableMap()
        credentials.remove(registry)
        saveAllCredentials(credentials, masterPassword)
    }
    
    private fun loadAllCredentials(masterPassword: String): Map<String, Credential> {
        val file = File(credentialsFile)
        if (!file.exists()) {
            return emptyMap()
        }
        
        val encryptedData = objectMapper.readValue(file, EncryptedCredentialStore::class.java)
        val key = encryptionService.deriveKey(masterPassword, encryptedData.salt)
        
        val decryptedBytes = encryptionService.decrypt(
            EncryptedData(
                algorithm = encryptedData.algorithm,
                iv = encryptedData.iv,
                data = encryptedData.data,
                authTag = encryptedData.authTag
            ),
            key
        )
        
        return objectMapper.readValue(decryptedBytes, object : TypeReference<Map<String, Credential>>() {})
    }
    
    private fun saveAllCredentials(credentials: Map<String, Credential>, masterPassword: String) {
        val credentialsJson = objectMapper.writeValueAsBytes(credentials)
        
        val salt = ByteArray(32)
        SecureRandom().nextBytes(salt)
        
        val key = encryptionService.deriveKey(masterPassword, salt)
        val encryptedData = encryptionService.encrypt(credentialsJson, key)
        
        val encryptedStore = EncryptedCredentialStore(
            version = "1.0",
            algorithm = encryptedData.algorithm,
            salt = salt,
            iv = encryptedData.iv,
            data = encryptedData.data,
            authTag = encryptedData.authTag
        )
        
        val file = File(credentialsFile)
        file.parentFile.mkdirs()
        file.setReadable(false, false)
        file.setReadable(true, true)
        file.setWritable(false, false)
        file.setWritable(true, true)
        
        objectMapper.writeValue(file, encryptedStore)
    }
}

data class EncryptedCredentialStore(
    val version: String,
    val algorithm: String,
    val salt: ByteArray,
    val iv: ByteArray,
    val data: ByteArray,
    val authTag: ByteArray
)

// Audit logging
interface AuditLogger {
    fun logAuthenticationAttempt(username: String, registry: String, success: Boolean)
    fun logCommandExecution(command: String, args: List<String>, user: String)
    fun logConfigurationChange(key: String, oldValue: String?, newValue: String?, user: String)
    fun logDeploymentAction(action: String, target: String, user: String, success: Boolean)
    fun logSecurityEvent(event: SecurityEvent)
}

data class SecurityEvent(
    val timestamp: Instant,
    val type: SecurityEventType,
    val severity: SecuritySeverity,
    val message: String,
    val context: Map<String, Any>,
    val user: String?
)

enum class SecurityEventType {
    AUTHENTICATION_FAILURE,
    AUTHORIZATION_FAILURE,
    SUSPICIOUS_ACTIVITY,
    CREDENTIAL_ACCESS,
    CONFIGURATION_CHANGE,
    POLICY_VIOLATION
}

enum class SecuritySeverity {
    LOW,
    MEDIUM,
    HIGH,
    CRITICAL
}

Multi-Language SDK Support

SDK Generation Framework 

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// SDK generation system
package com.aimatrix.cli.sdk

@Service
class SDKGenerator {
    
    fun generateSDK(language: SupportedLanguage, config: SDKConfig): SDKGenerationResult {
        val generator = getGeneratorForLanguage(language)
        return generator.generate(config)
    }
    
    private fun getGeneratorForLanguage(language: SupportedLanguage): SDKCodeGenerator {
        return when (language) {
            SupportedLanguage.KOTLIN -> KotlinSDKGenerator()
            SupportedLanguage.PYTHON -> PythonSDKGenerator()
            SupportedLanguage.TYPESCRIPT -> TypeScriptSDKGenerator()
            SupportedLanguage.CSHARP -> CSharpSDKGenerator()
            SupportedLanguage.JAVA -> JavaSDKGenerator()
        }
    }
}

enum class SupportedLanguage {
    KOTLIN,
    PYTHON,
    TYPESCRIPT,
    CSHARP,
    JAVA
}

// Base SDK generator interface
interface SDKCodeGenerator {
    val language: SupportedLanguage
    val fileExtension: String
    val packageStructure: String
    
    fun generate(config: SDKConfig): SDKGenerationResult
    fun generateClientCode(apiSpec: APISpecification): List<GeneratedFile>
    fun generateModelClasses(models: List<ModelDefinition>): List<GeneratedFile>
    fun generateExampleCode(examples: List<ExampleDefinition>): List<GeneratedFile>
    fun generateDocumentation(docs: DocumentationSpec): List<GeneratedFile>
}

// Kotlin SDK generator implementation
@Component
class KotlinSDKGenerator : SDKCodeGenerator {
    
    override val language = SupportedLanguage.KOTLIN
    override val fileExtension = "kt"
    override val packageStructure = "com.aimatrix.sdk"
    
    override fun generate(config: SDKConfig): SDKGenerationResult {
        val apiSpec = parseAPISpecification(config.apiSpecFile)
        val models = extractModels(apiSpec)
        
        val generatedFiles = mutableListOf<GeneratedFile>()
        generatedFiles.addAll(generateClientCode(apiSpec))
        generatedFiles.addAll(generateModelClasses(models))
        generatedFiles.addAll(generateExampleCode(config.examples))
        generatedFiles.addAll(generateDocumentation(config.documentation))
        
        // Generate build configuration
        generatedFiles.add(generateBuildGradle(config))
        generatedFiles.add(generateReadme(config))
        
        return SDKGenerationResult(
            language = language,
            version = config.version,
            files = generatedFiles,
            metadata = SDKMetadata(
                generatedAt = Instant.now(),
                cliVersion = getCurrentCliVersion(),
                apiVersion = apiSpec.version
            )
        )
    }
    
    override fun generateClientCode(apiSpec: APISpecification): List<GeneratedFile> {
        val clientTemplate = loadTemplate("kotlin/client.kt.mustache")
        val configTemplate = loadTemplate("kotlin/config.kt.mustache")
        
        val clientCode = renderTemplate(clientTemplate, mapOf(
            "packageName" to packageStructure,
            "className" to "AMXClient",
            "endpoints" to apiSpec.endpoints,
            "version" to apiSpec.version
        ))
        
        val configCode = renderTemplate(configTemplate, mapOf(
            "packageName" to packageStructure,
            "className" to "AMXConfig"
        ))
        
        return listOf(
            GeneratedFile("src/main/kotlin/com/aimatrix/sdk/AMXClient.kt", clientCode),
            GeneratedFile("src/main/kotlin/com/aimatrix/sdk/AMXConfig.kt", configCode)
        )
    }
    
    private fun generateBuildGradle(config: SDKConfig): GeneratedFile {
        val template = loadTemplate("kotlin/build.gradle.kts.mustache")
        val content = renderTemplate(template, mapOf(
            "version" to config.version,
            "kotlinVersion" to config.kotlinVersion,
            "dependencies" to config.dependencies
        ))
        return GeneratedFile("build.gradle.kts", content)
    }
}

// Python SDK generator implementation
@Component
class PythonSDKGenerator : SDKCodeGenerator {
    
    override val language = SupportedLanguage.PYTHON
    override val fileExtension = "py"
    override val packageStructure = "aimatrix_sdk"
    
    override fun generateClientCode(apiSpec: APISpecification): List<GeneratedFile> {
        val clientTemplate = loadTemplate("python/client.py.mustache")
        val initTemplate = loadTemplate("python/__init__.py.mustache")
        
        val clientCode = renderTemplate(clientTemplate, mapOf(
            "packageName" to packageStructure,
            "className" to "AMXClient",
            "endpoints" to apiSpec.endpoints.map { endpoint ->
                mapOf(
                    "name" to endpoint.name.toPythonCase(),
                    "method" to endpoint.method.lowercase(),
                    "path" to endpoint.path,
                    "parameters" to endpoint.parameters,
                    "response" to endpoint.response
                )
            }
        ))
        
        val initCode = renderTemplate(initTemplate, mapOf(
            "version" to apiSpec.version,
            "exports" to listOf("AMXClient", "AMXConfig", "AMXError")
        ))
        
        return listOf(
            GeneratedFile("aimatrix_sdk/__init__.py", initCode),
            GeneratedFile("aimatrix_sdk/client.py", clientCode)
        )
    }
    
    // Additional Python-specific generation methods...
}

This comprehensive technical documentation provides developers with everything needed to effectively use AIMatrix CLI for AI agent development, from basic installation to advanced CI/CD integration patterns.

AMX Workspace Technical SpecificationsAMX Console - Technical Specification