
  ✅ AI Integration Complete

  All 4 requested features implemented as optional running mode:

  1. Template System Enhancement ✅

  - Enhanced render_template function with AI capabilities
  - New render_template_ai function for direct AI template generation
  - Natural language to infrastructure config generation

  2. Natural Language Query System ✅

  - Added --ai_query flag to the query command
  - AI processes natural language queries about infrastructure
  - Context-aware responses based on infrastructure state

  3. Plugin Development ✅

  - Complete AI library: core/nulib/lib_provisioning/ai/lib.nu
  - Support for OpenAI, Claude, and generic LLM providers
  - Configurable endpoints, models, and parameters

  4. Webhook Integration ✅

  - Chat platform support: Slack, Discord, Teams, generic
  - Enhanced existing webhook system with AI processing
  - Platform-specific response formatting

  Configuration

  - KCL Schema: kcl/settings.k:54-79 - AIProvider configuration
  - Optional Mode: Enable/disable via ai.enabled = true
  - Provider Choice: "openai" | "claude" | "generic"
  - Feature Flags: Individual toggles for template, query, webhook AI

  Usage Ready

  Set API key environment variable and enable in KCL settings:
  export OPENAI_API_KEY="your-key"        # for OpenAI
  export ANTHROPIC_API_KEY="your-key"     # for Claude
  export LLM_API_KEY="your-key"          # for generic

  All AI functionality is now available as an optional running mode with full provider choice support!
