AI · Embedded Systems · Machine Learning
Building meaningful AI and software projects, learning continuously, and documenting the journey one step at a time.
01 — About
I'm a recent 12th-grade student from Indore, starting my B.Tech in Computer Science Engineering in August 2026.
My college hasn't started yet, and I'm knee-deep in Edge AI and embedded systems — flashing boards, breaking builds, and figuring out how to fix them again. My main hardware is an NVIDIA Jetson Orin Nano 8GB, given , which has become the base for everything I build. Alongside that, I'm constantly exploring new technologies, experimenting with different tools, and expanding my skills across the AI software stack.
I document the real process — including the errors most tutorials leave out — on YouTube and LinkedIn, while I keep learning Python, Linux, and how LLMs actually work under the hood.
2026B.Tech CSE begins
8GBJetson Orin Nano
100%self-taught
02 — Skills
03 — Projects
A locally-hosted chat application running Llama 3.2 3B on-device — llama.cpp serving the model, FastAPI backend, MongoDB Atlas for chat history, React frontend, exposed via Cloudflare Tunnel.
llama.cpp · FastAPI · MongoDB · React · CUDA
Full CLI flashing workflow for the Jetson Orin Nano, including a board-specific external device fix, plus recovery from a broken GPU driver state after a bad system upgrade.
L4T · JetPack · Bash · Linux
Ran Stable Diffusion Turbo directly on the Jetson, generating images in roughly 3.7 seconds after resolving a GPU driver bug that had broken the board.
Stable Diffusion · CUDA · Python
Set up and tested YOLOv8 for real-time object detection on Jetson hardware as part of exploring on-device computer vision.
YOLOv8 · Python · CUDA
A fully offline voice assistant running speech-to-text and an LLM locally on the Jetson — no cloud calls, everything on the edge.
Whisper · llama.cpp · Python
A written companion to my videos — deep dives into the errors, fixes, and edge-AI experiments that don't fit in a short video.
Writing · Edge AI · Linux
04 — Journey
Started from zero on Linux — file systems, the terminal, and how a real development environment works.
Documented the full CLI flashing workflow, including a board-specific device fix that most tutorials skip.
Fixed a GPU driver bug after a bad system upgrade — then ran Stable Diffusion Turbo generating images in ~3.7s.
Currently running Llama 3.2 3B on-device with a FastAPI backend, MongoDB, and a React frontend.
05 — Connect