PLAYER 1 READY 🏃🏼‍♂️:

HARI_SUBHASH

CLASS:

AI-NATIVE PRODUCT LEADER

I design and ship AI-native products end to end — data pipeline to app store, mostly hands-on.

Right now that's Only Ever: an AI that turns official exam syllabi into high-quality test material and graded assessments, live on iOS and Android.

SELECT_GAME_MODE

SEE THE WORK WORK WITH ME_

MISSION_LOG

MAIN_QUEST

ONLY EVER

An AI-native test-prep platform on iOS and Android. It turns official exam syllabi into high-quality test material and graded assessments — source-grounded, so every answer traces back to its source.

EXPLORE APP

SIDE_QUESTS

PROOF OF WORK

The systems I've designed, built, and operated — LLM pipelines, 0→1 product delivery, and agentic workflows (including the one that ships this site).

SEE THE WORK_