Research demo with simulated roles and synthetic material
MatterGate · Permission-aware research demo
A research workflow demo that checks document access before retrieval and routes cited drafts to human review.
Demo developer
Project goal
Show how a scoped research request can produce a cited draft while respecting document permissions and recording the run for review.
Implementation and methods
- FastAPI checks the simulated user’s scope before SQLite FTS5 retrieves documents. The documented generation workflow uses NVIDIA Nemotron via Nebius.
- An allowed request uses in-scope synthetic documents to generate a cited draft for human review. A blocked request stops before retrieval. A run receipt records the outcome.
- Selected source adaptations are credited to PriviLAB and Data Strategy Lab in the repository.


