Akshay Kaparthi ← Back to work
EdTech · AI-Assisted Learning — 2025

LUMORA.

An adaptive learning companion concept that reshapes a student's path in response to how they're actually progressing — not a fixed syllabus, but a route that bends around where someone is genuinely stuck.

RoleUI/UX design, adaptive interaction model
FocusPersonalised pacing & feedback loops
OutputInteraction concept & UI exploration
Full write-up in progress — this page is a working placeholder built from the project title alone. Send over the real screens, research, and outcomes and I'll drop them straight into these sections.
Problem

A syllabus moves at one pace. A student never does.

01

One-size pacing

Course content ships at a fixed speed regardless of who's already ahead and who's quietly falling behind.

02

Delayed feedback

By the time a gap in understanding shows up in a grade, the moment to address it directly has usually passed.

03

Generic review

Revision material treats every student's weak spot as the same weak spot.

Concept

A path that adjusts itself, in the open.

01

Adaptive sequencing

The next topic is chosen from how the last one actually went, not a fixed curriculum order.

02

Visible reasoning

The student can see why the path changed — the system explains its own adjustments, in plain language.

03

Targeted review

Revision surfaces the specific concept that tripped someone up, not a generic recap of the whole unit.

63% re-routed after a missed check
Interaction detail

Watch a path re-route in real time.

Click a node to answer it "correctly" or "incorrectly" and see how the next step shifts.

Adaptive path preview

Green nodes are answered; amber is the current step. Click it to choose an outcome.

Topic 1 Check-in Advance Re-teach Topic 2
Click the amber "Check-in" node to simulate an answer.
Where this is headed

Making the system's reasoning as visible as its output.

The open question this concept is chasing: how do you show a student why their path changed, without turning every lesson into a dashboard?