Research discovery
Ingest permitted documents, search a catalogue, and compare lexical, semantic, and hybrid retrieval.
Research / App case study
UGNAY
A Java and Spring research-continuity platform linking problems, studies, objectives, requirements, tests, and outputs through hybrid retrieval, warehouse snapshots, traceability, and RQL.
Research-continuity platform prototype
- Java 21
- Spring Boot
- React
- MySQL
- ONNX
01 / Overview
What it’s built for.
Preserve an explainable chain from a real problem through related studies, human decisions, implementation evidence, and a successor’s continuity package.
Who it serves
Students, advisers, coordinators, and curators reviewing research alignment and handoff.
02 / Features
Inside the app.
Alignment and changes
Link requirements, features, tests, and outputs; review findings and typed change proposals.
Continuity and laboratory
Build evidence-derived handoffs, run RQL queries, and inspect immutable research-warehouse snapshots.
03 / Workflow
From task to outcome.
Curate research sources and submit a problem with objectives and evidence.
Review related studies and record an authorized human disposition.
Maintain trace links, test evidence, baselines, and change decisions.
Prepare a continuity package and review successor claims.
04 / Technical layers
How the pieces work.
React · TypeScript · Vite
Research Atlas, alignment workspaces, and laboratory views share a same-origin application.
Java · Spring Boot · Spring Security
Role-scoped workflows preserve human decisions, audit history, and versioned evidence.
MySQL · Flyway · Private document objects
Operational records and immutable warehouse loads retain continuity and provenance.
RQL · TF-IDF · Optional E5/ONNX
A bounded interpreter and versioned retrieval arms support reproducible algorithm comparison.
05 / Limitations
What to keep in mind.
- The platform recommends and explains; it does not automatically approve a thesis or declare plagiarism.
- The documented Windows Lite setup requires matching release assets and clean-install verification before installation acceptance can be claimed.
- Unavailable evidence is labeled partial or unassessed rather than replaced with demo data.
06 / Evidence
Follow the source.
These descriptions were reviewed against the linked source snapshot on October 12, 2026. Repository code and documentation may evolve after this review.