✅ RAG System - Retrieval-Augmented Generation with SurrealDB vector store
✅ LLM Integration - OpenAI (GPT-4), Anthropic (Claude), local models
✅ Document Ingestion - Markdown, code chunking, embedding
✅ Semantic Search - Hybrid vector + BM25 keyword search
✅ AI Service API - HTTP service (port 8083) with REST endpoints
✅ MCP Server - Model Context Protocol with tool calling
✅ Nushell CLI - Interactive commands: provisioning ai template, provisioning ai query
✅ Configuration Management - Comprehensive TOML configuration (539 lines)
✅ Streaming Responses - Real-time output streaming
✅ Caching System - LRU + semantic similarity caching
✅ Batch Processing - Process multiple queries efficiently
✅ Kubernetes Ready - Docker images + K8s manifests included

Not Yet Implemented (Planned):

❌ AI-assisted form UI (typdialog-ai) - Designed, not yet built
❌ Autonomous agents (typdialog-ag) - Framework designed, implementation pending
❌ Cedar authorization enforcement - Policies defined, integration pending
❌ Fine-tuning capabilities - Designed, not implemented
❌ Human approval workflow UI - Workflow defined, UI pending

Status: Core AI system production-ready. Advanced features (forms, agents) planned for Q2 2025.

See ADR-015: AI Integration Architecture for complete design.

Native Nushell Plugins 🟠

Full Rust implementations with graceful HTTP fallback:

✅ nu_plugin_auth - JWT, TOTP, session management (Source: 70KB Rust code)
✅ nu_plugin_kms - Encryption/decryption, key rotation (Source: 50KB Rust code)
✅ nu_plugin_orchestrator - Workflow execution, task monitoring (Source: 45KB Rust code)
✅ nu_plugin_tera - Template rendering (Source: 13KB Rust code)

Performance Improvements (plugin vs HTTP fallback):

KMS operations: 10x faster (5ms vs 50ms)
Orchestrator operations: 30x faster (1ms vs 30ms)
Auth verification: 5x faster (10ms vs 50ms)

Status: Source code complete with comprehensive tests. Binaries NOT YET BUILT - requires:

cargo build --release -p nu_plugin_auth
cargo build --release -p nu_plugin_kms
cargo build --release -p nu_plugin_orchestrator
cargo build --release -p nu_plugin_tera

HTTP fallback implementations work today (slower but reliable). Plugins provide 5-30x speedup when built and deployed.

Nickel Workflow System 🟡

Type-safe infrastructure orchestration with 275+ schema files:

✅ Type-Safe Schemas - Nickel contracts with full type checking
✅ Batch Operations - Complex multi-step workflows (703-line executor)
✅ Multi-Provider - Orchestrate across UpCloud, AWS, Hetzner, local
✅ Dependency Management - DAG-based operation sequencing
✅ Configuration Merging - Nickel record merging with overrides
✅ Lazy Evaluation - Compute-on-demand pattern
✅ Orchestrator Integration - REST API + plugin mode (10-50x faster)
✅ Storage Backends - Filesystem + SurrealDB persistence
✅ Real Examples - 3 production-ready workspaces (multi-provider, kubernetes, etc.)
✅ Validation - Syntax + dependency checking before execution

Orchestrator Status:

REST API: Fully functional
Local plugin mode: Reduces latency to <10ms (vs ~50ms HTTP)
Health checks: Implemented
Rollback support: Implemented with checkpoints

Status: Core workflow system production-ready. Active development for performance optimization and advanced patterns.

Using These Features

AI Integration:

provisioning ai template --prompt "describe infrastructure"
provisioning ai query --prompt "configuration question"
provisioning ai chat  # Interactive mode

Workflows:

batch submit workflow.ncl --name "deployment" --wait
batch monitor <task-id>
batch status

Plugins (when built):

provisioning auth verify-token $token
provisioning kms encrypt "secret"
provisioning orch tasks

Help:

provisioning help ai
provisioning help plugins
provisioning help workflows

Roadmap - Future Enhancements

Q1 2025

✅ Complete AI integration (core system)
🔄 Documentation verification and accuracy (current)

Q2 2025 (Planned)

🔵 Build and deploy Nushell plugins (auth, kms, orchestrator)
🔵 AI-assisted form UI (typdialog-ai)
🔵 Autonomous agent framework (typdialog-ag)
🔵 Cedar authorization enforcement

Q3 2025 (Planned)

🔵 Fine-tuning capabilities
🔵 Advanced workflow patterns
🔵 Multi-agent collaboration

Q4 2025+ (Planned)

🔵 Human approval workflow UI
🔵 Workflow marketplace
🔵 Community plugin framework

Last Updated: January 2025 Audited: Comprehensive codebase review of actual implementations Accuracy: Based on verified code, not assumptions