“Breakdowns in learning rarely stem from lack of ability, but from subtle, overlooked friction in the diagnostic process.”
Backstory
Fascinated by how complex reasoning takes form, Ayush spent years investigating the mechanics of problem-solving. Through detailed examination of student work, he noticed a recurring pattern: students do not fail because they lack intelligence, but because method execution falters at specific, unaddressed junctures.
Traditional assessment instruments aggregate total scores while obscuring exactly where logical flow breaks down. Seeing that gap inspired the creation of Resseti and its diagnostic engine, Setura: translating assessment criteria into granular, actionable insight rather than generic grades.
With a deep focus on software architecture and rubric mark schemes, his work prioritizes diagnostic precision over surface metrics. Outside of building, he spends his time reading technical systems literature, tinkering with models, and exploring foundational concepts.
Focused On
Developing diagnostic engines that pinpoint the exact criteria and steps where students lose marks. Partnering with forward-thinking academic institutions to pilot Setura and replace subjective grading with systematic clarity.