Most AI tutors are chatbots with a syllabus. Recollia is building the tutor medical students wish they'd had: one with a soul, running on our own model, cheap enough for every student to afford. You'll own it.

WHERE THIS GOES
This starts as an internship with a stipend of [Rs 20,000] and a possible incentive of [Rs 5,000] every two weeks, depending on performance. Make this the best AI tutor a medical student can use and it converts into a founding engineer role with equity. The bar is high on purpose: we want teaching craft, model training, and cost engineering in one person.

WHAT YOU'LL BUILD
• The tutor's teaching behaviour and voice: how it finds the gap in a student's understanding, when it asks and when it tells, how it holds its character across a long session
• Our own tutor model: open-weight, fine-tuned for medical education, served on our own infrastructure in place of most API calls
• A cost architecture where most questions never reach a large model: caching, precomputed explanations, routing
• A learner model on top of RAV, our unified-memory layer, plus the cases,



quizzing, and spaced review around it
• Evals that prove three things: students learned, the medicine is right, and the cheap path is as positive as the expensive one

REQUIRED

Tutor craft
• You've built an AI tutor that real students used, not a demo; you can show it and say where it failed
• The difference between answering and teaching: Socratic questioning, scaffolding, graduated hints, misconception diagnosis
• Learning science well enough to build on it: retrieval practice, spaced repetition, interleaving, mastery learning, and where each one stops working
• A persona that holds up across a whole session: warm without flattery, honest when the student is wrong
• Student modelling and memory: knowledge tracing, adaptive difficulty, what to remember about a student and what to let go

Our own model
• Fine-tuning open-weight models for one profession: SFT, LoRA/QLoRA, preference tuning, an

📌 AI Tutor Architect (India)
🏢 Recollia
📍 India