My contribution

Built a chat application with Java 21 and Spring Boot, a React and TypeScript interface, and Ollama for local model inference.

Technical approach

Connected a React and TypeScript chat interface with a Java 21 / Spring Boot backend and Ollama for local model inference.

  • Use Java 21 and Spring Boot for the backend, with React and TypeScript for the interface.
  • Use Ollama for local inference in a local-first chat workflow.

Simplified application flow

  1. 01React / TypeScript chat
  2. 02Java 21 / Spring Boot
  3. 03Ollama local inference
MuniAI: simplified illustration of the documented workflow or implementation areas. Infrastructure and confidential implementation details are intentionally omitted.

Outcome & lessons

Connected a local model runtime to a full-stack chat application.

This project extends my backend work into a complete chat interface and local model integration. It is presented as an independent application.

Project context & evidence

Project details supplied by the owner. No repository, deployment, or automated test suite was available for independent review.

A public repository or demo link has not been provided for this project.