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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

MatterGate research brief alongside the authorized excerpts behind its citations
MatterGate shows the cited draft alongside the authorized evidence from the synthetic demo corpus.

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.

Review and run receipt

MatterGate human review tab with an approved research draft
A simulated reviewer approves the research draft and records the decision.
MatterGate run receipt showing permission, retrieval, generation, and review results
The run receipt shows the permission decision, evidence selection, generation outcome, and human review.