Copilot Architecture

A practical guide to building a multi-agent industrial copilot: intent router, dynamic tool registry, LLM planner, parallel executor, and evidence-driven summarization with traceability.

Step-by-step implementation guide for a production digital twin agent: LLM planning, parallel tool execution, graph analysis, causal inference, and evidence-based recommendations.

A practical architecture for digital twins and industrial AI agents: unify telemetry, graph relationships, docs, and decision traces into a context graph that improves troubleshooting and automation over time.