# Roadmap & Next Steps

## Phase 1 – Knowledge Modeling

* Design Neo4j isnād schema
* Identity resolution
* Relationship typing

## Phase 2 – Authenticity Scoring

* Chain continuity analysis
* Narrator reliability
* Graph‑based scoring
* LLM‑assisted reasoning

## Phase 3 – Productization

* Admin dashboards
* APIs
* Provenance visualization

## Phase 4 – Scale & Extend

* GPU nodes
* vLLM integration
* Multi‑project tenancy