Collaboration

Supervisor · handoff · critic · map-reduce

LangGraph team

Researcher + Writer + Reviewer → supervisor routes

Supervisor lab

CSV brief task · compare vs single agent

Triples

(Subject) —[PREDICATE]— (Object)

Multi-hop > vector for linked entities

Extract → Neo4j

LLM triple extraction · entity merge · Cypher load

Graph retrieval

Text-to-Cypher · k-hop subgraph

Hybrid: vector + graph tools

Community summaries

Local = entity subgraph

Global = map community summaries

Practice

Baseline RAG fail → add KG → re-eval 5 questions

Multi-agent + KG

Handoff accuracy · multi-hop recall · token cost