Build Log — Full Sail University · CS Capstone · DANIEL VINCENT

Project Culper

A 5-month build-in-public log documenting the design and development of a multi-tenant intelligence aggregation platform. Weekly posts covering architecture decisions, NLP research, implementation notes, and honest retrospectives.

Stack: React · TypeScript · Python · NLP/NER

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Feature Preview

Named Entity Recognition

As an operator types a narrative entry, the system automatically detects and highlights named entities such as people, locations, vehicles, and organization in real time.

Hovering overing an entity surfaces a persistent tooltip with linked profile data pulled from across all entries in the system turning a text document into a live intelligence graph.

Demonstration of real-time named entity recognition in Project Culper. Entities such as people, locations, and vehicles are underlined with a purple-to-blue gradient as the operator types, with hover tooltips surfacing linked profile data.

Prototype UI — entity hover cards with linked profile data

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