Remove LLM mock fallbacks and surface real errors

Log full exception details for Anthropic errors

Surface API errors and fallback to OpenAI if Anthropic fails

Improve consultation flow, diagrams, and fallback validation readiness

Improve monitoring UX and deterministic offline outputs

Fix ray module import error and add interactive consultation UI

Fix f-string syntax error in suzieq_client.py

Add comprehensive API monitoring and cost tracking

test: Stage 6 comprehensive test suite - 23/23 passing

feat: Stage 6 - Autonomous Deployment Engine

feat: Ray distributed execution for hyperscale deployments

feat: GitOps workflow engine with environment promotion (Todo #6)

feat: RAG-based incident learning system (Todo #5)

feat: SuzieQ drift detection and auto-remediation (Todo #4)

feat: Add Batfish static analysis (Todo #3 - Stage 6b)

feat: Add Stage 0 pre-flight validation (Todo #2)

feat: Add NetBox/Nautobot SoT integration (Todo #1)

Wire up LLM-powered consultation and network design

Support MCP hackathon secret naming convention

Add LLM integration with Claude 3 Haiku

Add LLM integration foundation for smart pipeline

Fix Gradio language error: plaintext -> text

Add comprehensive logging and network topology diagrams

Configure GNS3 server connection and fix MCP integration

Align backup tool name and demo client

Bundle MCP server with app for HuggingFace deployment

Add Build Network tab with MCP integration

Add Lab Management tab - integrate local MCP server for GNS3 control

Import Overgrowth app