02 / PROJECTS

The work behind the thinking.

How retrieval, agent workflows and application engineering come together.

01 / MULTI-AGENT LEGAL AI

Wukala-GPT

Document-grounded legal assistance: retrieval, agent workflows and an AI service connected to a full-stack application.

React
ASP.NET Core
FastAPI
PostgreSQL
Qdrant
Redis
LangGraph
Docker

Explore the project

Authored illustrative diagram. No live execution is shown.

Read the flow as text

React interface → request → Application APIs + auth
Application APIs + auth → AI service → FastAPI + agent workflows
FastAPI + agent workflows → retrieve → Documents + vector search
Documents + vector search → context → Document-grounded response

MORE AI ENGINEERING WORK WILL JOIN THIS COLLECTION.Explore the Lab ↗