A field note from the founder

Building the AI teacher I wish I'd had.

A solo record of building KnoriX — an AI learning platform that adapts to how each student actually learns — from an Android phone, with no laptop and no team.

Vinit Kumar Karmkar
fig. 1 — India, 2026
01

About

I started learning programming recently — no CS degree, no bootcamp, just building things until they worked. Then my laptop stopped working, and I couldn't afford to repair it.

Instead of waiting, I moved the entire workflow onto an Android phone: GitHub for version control, AI coding tools for the heavy lifting, and a cloud pipeline for deployment. KnoriX has been built almost entirely this way.

"I'd rather ship something real than wait for ideal conditions."

Outside of KnoriX, I've been going deep on knowledge graphs — Neo4j, Cypher, GraphRAG — and shipped a domain-specific RAG tool for the mining industry that you can try live here. Most of what I know, I learned by publishing it in the open and letting it be wrong first.

Based in
India
Focus
Adaptive AI & knowledge graphs
Currently
Solo — building KnoriX
02

Currently building

KnoriX
Early access open

An AI teacher that adapts to every student individually — a knowledge graph, an adaptive intelligence delivery network, and real-time learning intelligence, instead of a one-size-fits-all course.

Knowledge GraphsReact NativeFastAPIVector SearchAdaptive Pedagogy
Read more about KnoriX →
03

Selected work

01
ResearchKnowledge Graph — Neo4j AuraDB

Research and implementation notes on knowledge graphs — property graphs, Cypher, GraphRAG. Includes a working KG-ai-tutor module, early groundwork for KnoriX's core moat.

Cypher · Neo4j
02
Live demoKyanite.ai — Mining Domain Intelligence

A dark, chat-style RAG interface built for mining industry documents — DGMS safety manuals, survey data, compliance docs. Streaming answers with source citations.

RAG · Server-Sent Events
03
NationalUIDAI Data Hackathon 2026

Aadhaar update-trend analysis at national scale — found a 22.89% duplication rate and proposed a "Child-First" policy framework. My first national-level hackathon.

Python · Pandas · Seaborn
04

Journey

i.
Started coding
No formal background — learning by building, not by tutorial.
ii.
Laptop broke
Couldn't afford a repair. Moved the whole workflow to an Android phone.
iii.
Shipped AIDN
A WebSocket-based, multi-node rendering engine supporting 8+ content types.
iv.
First national hackathon
Submitted an Aadhaar data-policy analysis to UIDAI's 2026 hackathon.
now
Building KnoriX in the open
Early access live — knowledge graph and delivery engine shipping in public.
05

Get in touch.

Building, hiring, investing, or just curious how KnoriX works — I read everything.