PRABHAS
BANGARUGARI
PORTFOLIO / IN THE MAKING BACK TO WORK
02 / FIELD NOTEPUBLIC PREVIEW IN PREPARATION

RAG-BASED AI ASSISTANT

Answers with
their evidence.

An offline retrieval assistant that traces agriculture-handbook answers back to their source pages. The local system exists; its public experience is being prepared.

CURRENT STATE /Local handbook retrieval and page-level citations exist. A live public experience is still ahead.
CONCEPT DIAGRAM / EXPLORE THE STAGES
01 / 03SOURCE MATERIAL

Local agriculture handbooks provide the material the assistant can actually cite.

01 / SOURCE MATERIAL

Local agriculture handbooks provide the material the assistant can actually cite.

02 / RETRIEVAL

BM25-style ranking finds relevant passages without relying on a remote service.

03 / EVIDENCE

Page references let the reader trace an answer back to its source.

SELECT A STAGE · SWIPE THE DIAGRAMPB / 2026
IDEAS MOVE FORWARD WHEN THEIR STATE IS CLEAR.PRABHAS BANGARUGARI © 2026