Hi, I'm Will!
I work on graph intelligence at Neo4j . Here you can find my thoughts on software, startups, and data through blog posts, videos, and other projects.
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Latest Posts
Recent thoughts on software, startups, and data
Typed Judgments for Knowledge Graph Extraction with TypeSafe's Jev
TypeSafe's Jev model as a stage between a span extractor and a Neo4j graph: gating edges on whether the source asserts them, adjudicating entity merges, and storing every judgment as graph data. Measured, not asserted.
Sep 17, 2026
33 min read
From a Neo4j Graph Back to an OKF Bundle
Part two of the Neo4j and OKF series. A projection is a selection query with a serializer on the end: it reads a governed subset of the graph and writes a portable Open Knowledge Format bundle. Trust filters, the consumer contract, an audit manifest, and a round trip that is tested rather than hoped for.
Aug 09, 2026
18 min read
Google's Open Knowledge Format Meets Neo4j
Google's Open Knowledge Format (OKF) is already a graph - it's just serialized as markdown files. Here's how to materialize OKF bundles in Neo4j and build GraphRAG that never serves deprecated knowledge unlabeled: trust tiers, staleness, impact analysis, and retrieval with the graph in the loop.
Aug 04, 2026
21 min read
Give Your Vercel Eve Agent a Memory: Building a Context Graph with NAMS
Vercel's Eve framework makes durable agents easy - but agents still forget. Here's how I gave one persistent, graph-native memory using the Neo4j Agent Memory Service (NAMS), built around a real National Parks trip-planner called TrailGraph.
Jun 24, 2026
26 min read
Deploying Single Instance Neo4j On A VPS With Custom Domain
A complete guide to deploying Neo4j Enterprise 5.x on any VPS (Digital Ocean, AWS, GCP, Azure, or on-premises) with SSL/TLS encryption, database restoration, and read-only user configuration.
Nov 16, 2025
15 min read
A Look At Graph Visualization With Sigma React
Building interactive graph visualizations with Sigma React - from basic setup to advanced customizations
Aug 29, 2025
44 min read
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Featured Projects
Open source projects and resources
Neo4j Agent Memory
neo4j-labs/agent-memory
A comprehensive memory system for AI agents using Neo4j, featuring short-term, long-term, and procedural memory with entity extraction and vector search.
Context Graph Demo
johnymontana/context-graph-demo
Demo application showing how to construct context graphs using Neo4j for AI-driven decision tracking with semantic search and graph algorithms.
Memory Graph Workshop
johnymontana/memory-graph-workshop
Full-stack application demonstrating intelligent memory systems for AI agents, combining Neo4j with Pydantic AI for a news chat agent.