KatralAI

A campus project that hires

In one sentence

Certificates are receipts. A tiny RAG over a real handbook, with evals and a refuse path, is proof.

Nila

Campus mentor

AI is not a person. It is a next-word engine with a very good memory of patterns.

Read the idea, watch the picture, then try it with your hands.

Watch the idea

The concept

Case

Question + allowed sources

Score

Groundedness, not style

Gate

Invented citation is caught

Narrow and real

A handbook RAG with 20 evals and a refuse bell beats a certificate PDF.

A 3-minute walkthrough plus a one-page case study is the interview artefact.

Worked example

The lantern lights a folio: repo, eval numbers, what failed. That folio gets interviews.

Picture to keep

User · Evals · Story