Voice-first AI coaching for CS students

Talk concepts through with AI mentors who teach, interview and hold you accountable. Your 3D garden grows only from what you actually demonstrate, and every leaf cites its evidence.

AI mentors, one garden

Skill dimensions per concept

Of growth backed by evidence

The mentors

Each mentor has one job, its own designed voice, and a plan for every phase of the session. All of them write to the same evidence-backed memory.

D

drona · Teacher

Teaches, then has you teach it back

A

arjuna · Technical interviewer

Live coding with tests that run

V

vidura · HR interviewer

Behavioral and panel rounds

B

bhima · Accountability

Calls when you said you'd practice

K

krishna · Guide

Your goals, in your future self's voice

S

sanjaya · Narrator

A weekly cinematic recap

Big-OHash mapsRecursionBinary searchTwo pointersSliding windowTreesHeapsGraphsUnion-findTriesDynamic programmingConcurrencyDatabasesNetworkingOS schedulingSystem designSTAR stories
How it works

01

Talk

Voice sessions with a mentor who starts from what you already know, not from page one.

02

Prove

Explain it back. Cross-questions and teach-backs turn answers into evidence, with hints tracked.

03

Grow

A deterministic, versioned rules engine decides growth. The same evidence always grows the same plant.

04

Retain

Spaced reviews and check-in calls keep skills from wilting after the exam is over.

The garden

Every concept is a plant, and every plant part is a skill dimension. Zoom into any of them to see the scores, the trend and the moments that earned it.

unassessed→sprouting→assisted→independent→transfer→retained

grows roots

explanation

Can you say why it works, in your own words?

grows stem

application

Can you use it on a problem you haven't seen?

grows branches

transfer

Can you carry it into a different domain?

grows blossoms

retention

Is it still there next week, and next month?

Actually intelligent

Every leaf cites evidence

Click any plant and see the exact moments in your sessions that grew it.

Assisted is not independent

Answers you reached with hints are tracked apart from answers you reached alone.

Rules, not vibes

Progression comes from a versioned rules engine you can replay, not a model's mood.

Your documents are data

Uploaded notes and résumés inform your mentors. They never get to give them orders.

Practice

Data structuresAlgorithmsSystem designMock technical interviewsBehavioral interviewsRésumé-tailored questionsOperating systemsDatabasesNetworking