Niera AI Nirmaan ↗
pre-incubation
incubated @ Nirmaan
Personal sports coach powered by AI, providing training plans, real-time feedback, and performance analytics.
Interested?Available for collaborations
Hey there! I'm a BTech undergrad at IIT Madras, passionate about building applied ML systems and sharing the journey openly.
Exploring and building in the applied AI space. Co-Founder of @AiForKids.in, currently learning about applied machine learning, exploring visual lingual models @NieraAI. Learning about LLM code generation, fine-tuning, and prompt engineering for @Phlux.
⌘K to navigate anywhere on the site
cat about.md
Building applied ML systems and sharing the journey
BTech undergrad at IIT Madras (Class of 2028). Co-Founder of @AiForKids.in, currently learning about applied machine learning, exploring visual lingual models @NieraAI. Learning about LLM code generation, fine-tuning, and prompt engineering for @Phlux.
Passionate about building real-world AI products, and sharing the journey openly. Always shipping, always learning.
Open to applied ML, and learning-system projects. Ping me at hi@lalitkumar.org
git log --graph
Where I've been
2020
AiForKids
Bootstrapped an AI learning platform for kids from scratch. Thousands of early learners.
2021
Pyranic
Built a Q&A platform from zero. 80K+ questions, 92M+ impressions on a custom PHP engine.
2024
IIT Madras
BTech Mechanical Engineering. Top 2% in JEE Advanced. Focused on AI and quant.
2024
WieLearn
Founded WieLearn — tutoring, career guidance, and innovation labs. ₹1Cr+ budget oversight.
2025
PhysicsWallah
AI Faculty — teaching AI curriculum across age groups. 45K+ learners mentored.
Now
WorldQuant
Researcher @ WorldQuant. Quant Guild at CFI IIT Madras. AEGIS fraud detection + live trading systems. Always shipping.
- 2020AiForKids.inBootstrapped AI learning for kids. Thousands of early learners.
- 2021Pyranic.com80K+ questions, 92M+ impressions on a custom PHP engine.
- 2024IIT MadrasBTech Mechanical Engineering. Top 2% in JEE Advanced.
- 2024WieLearnFounded — tutoring, career guidance, and innovation labs.
- 2025PhysicsWallahAI Faculty, 45K+ learners mentored.
- NowWorldQuantResearcher @ WorldQuant. Quant Guild CFI. AEGIS + live trading systems.
ls ./work --active
What I'm working on right now
Current systems, active experiments. Full detail on the work log.
since
project
stage
note
Phlux Nirmaan ↗
pre-incubation
incubated @ Nirmaan
A no-code AI app builder that empowers startups to create custom apps for various business needs.
Interested?
AiForKids.in
deployed
live, growing
A passion project to make AI education accessible and engaging for children.
Interested?
WieTeach
ready to publish
both platforms
Teaching board + recording studio for instructors. Fast inking, crisp PDF export, production-ready recordings. Native and web.
Interested?
AEGIS
completed
on real data
End-to-end fraud detection pipeline. FastAPI backend, ML scoring, React/Vite dashboard running on real data.
Interested?
Drivacy
completed
hackathon build
Zero-knowledge proof-of-location. zk-SNARK circuits + Solidity verifier — prove you were somewhere without revealing where.
Interested?lk@build:~$ ls ./side-projects --casual
Invoice Filtering · IDFC
ML · Python · finance
2024
ML pipeline for automated invoice classification and filtering built for IDFC. Reduced manual review overhead by flagging anomalies and routing invoices by risk score.
Saathi
Next.js · PostgreSQL · AI
2024
AI-powered SEO workspace for PDF-based content and article editing. Rich text editor with inline AI suggestions and a PostgreSQL-backed content store.
DSA Practice Studio
local-first · study tracker
2025
LeetCode study tracker built for intentional practice — sync unit progress, log notes, and lean on floating focus widgets while staying entirely local-first.
cat now.md
Know more about me?
The context behind the work, where I am, what I'm studying, what I'm avoiding.
Studying at
B.Tech (Class of 2028) @ IIT Madras, India
Higher Secondary @ Resonance Eduventures, Hyderabad.
High School @ APS RK Puram, Hyderabad.
Freelancing as:
Researcher @WorldQuant — Conducting alpha research and building live trading systems in the quant finance space.
Consultant @PhysicsWallah — Engaging with the AI education initiative to develop innovative teaching methodologies.
YouTube Content Creation — Sharing insights on AI, quant finance, and personal growth through video.
Reading
reading now
- Sutton & Barto Reinforcement Learning, ch. 6
- Stochastic Processes Sheldon Ross
Recently Read
- Deep Learning Goodfellow, Bengio, Courville
- Market Microstructure Maureen O'Hara
- Principles Ray Dalio
- Atomic Habits James Clear