Multi-Agent Orchestration

Agent Architecture

How Engaineer routes documents through retrieval, semantic mapping, and standards-aware validation agents.

Orchestration Layer

A control plane classifies each document (P&ID, isometric, calculation package, procedure) and dispatches specialized agents. Routing decisions are logged for audit and replay.

search

Retrieval

Hybrid RAG over customer corpora and curated standard libraries with citation-level grounding.

hub

Semantic Map

Maps clauses, tags, and equipment IDs into a shared engineering graph for cross-document checks.

verified

Validation

Deterministic rule packs plus LLM reasoning produce findings with severity, clause refs, and remediation hints.

Deployment Modes

  • SaaS regional clusters with customer-isolated storage
  • VPC / private link for regulated operators
  • Air-gapped appliance with offline standard updates