talk · AI
GraphRAG That Actually Ships
Where graph-native retrieval beats vector-only RAG, where it doesn't, and the evaluation harness we use to tell.
Talent · AI
GraphRAG and Pydantic AI agents, in production.
Graph-native retrieval augmented generation and typed agent systems built with Pydantic AI. We design retrieval that grounds models in your domain, and agents that hold their shape under load.
Talks & blogs · AI
Recent AI writing and speaking.
blog · AI
Pydantic AI for Production Agents
Typed tools, structured outputs, and dependency injection — what changes when your agent has a contract.
Explore the other talents
One practice — pick another thread.
Stories from the field
Real engagements, anonymised where needed.
Story · AI
GraphRAG over a regulated knowledge base
Replaced a hallucination-prone vector pipeline with a graph-grounded retriever. Citations became auditable.
External resources
Things we recommend, beyond our own writing.
External
Pydantic AI
Typed agents, tools, and structured outputs.
External
Microsoft GraphRAG
Reference implementation and research write-up.
External
Neo4j GraphRAG for Python
Graph-native retrievers, indexers, and pipelines.