Blog & Guides
Research, engineering, migration guides, and perspectives on semantic data and AI.
Guides
Agent JSON Output Format
A query output format for LLM and agent consumption. Declares column types once in a schema header, encodes values as native JSON primitives, and supports byte-budget truncation with resumable pagination.
Coming from Data Lakes / Apache Iceberg
How to query Iceberg tables through Fluree as graph sources. Covers catalog modes, R2RML mapping, querying, and joining with Fluree ledger data.
Coming from Stardog / GraphDB
How to move from Stardog or GraphDB to Fluree. Covers what's compatible, what differs, and what Fluree has that they don't.
Coming from Apache Jena
How to move from Jena/Fuseki to Fluree. What carries over, what changes, and what Fluree does that Jena doesn't.
Coming from Neo4j / Property Graphs
How to move from Neo4j to Fluree. Covers the data model differences, query translation patterns, and how to export and import data.
Fluree Memory
A persistent, searchable knowledge store for developer context. Stores facts, decisions, constraints, preferences, and artifact references as RDF triples and exposes them to AI coding agents through an MCP server.