ATHENA

Tools that keep thinkingwith the student.

ATHENA surfaces assumptions, open questions, and gaps in an argument. It does not write the work — it helps learners see their own reasoning clearly enough to improve it.

Philosophy

You keep the judgment

ATHENA asks questions and organises ideas. The student decides what stands.

Real sources, visible structure

Claim maps and literature searches use retrieved papers — not model memory.

Built for university learning

Designed for thesis prep and structured exercises where the work must remain the student’s.

The larger vision

A double learning loop: one for the student, one for the teacher.

Live in this demo

The student loop

Dialogue on a real assignment, a map of the student’s own reasoning, and feedback built from that map. This is what you can try today, on thesis preparation.

Planned

The teacher loop

The teacher calibrates ATHENA with course concepts, literature, and learning goals. Students’ reasoning maps aggregate into cohort maps, so assessment shows how the class thinks — not only what it scores.

Avi Pandit outdoors, smiling, with green foliage behind
Avi Pandit

Prototype for learning systems

A prototype for university learning systems.

ATHENA is a working demo of how AI can make assumptions and disagreement visible without taking over the thinking.