The workflow
Document versions and changes connect to retrieval and impact findings. Source evidence supports review, while authorized users make the consequential decisions.
Evidence before fluency
Hybrid retrieval and PostgreSQL/pgvector help connect candidate findings to source material. Unsupported or uncertain output needs a review path; a fluent summary alone is not sufficient evidence.
The application boundary
FastAPI, Next.js, permissions and asynchronous processing connect the document pipeline to a review workflow. Repeatable delivery and integration checks address operation beyond a single demonstration.
What this demonstrates
The project illustrates API, retrieval, review and delivery decisions across an AI application. It is independent founder work, not a Dreamview client deployment or a legal-advice service.