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Hi, I'm
3rd year undergrad at Amrita Vishwa Vidyapeetham, Kerala.
I build AI systems, work on open-source infrastructure, and write about everything I learn.
Currently a mentee at Magma (Linux Foundation Networking) —
went from zero knowledge of mobile core networks to deploying a full
4G/5G network stack, fixing a real bug across 14 files,
and shipping a PR to a production codebase.
Outside of networking I build AI agents, full-stack platforms,
and multimodal systems. Exploring agentic AI frameworks and ML research.
machine learning
agentic ai
linux / networking
python
open source
building in public
## work & achievements
mentorships
Magma — Linux Foundation Networking Project
Deployed a 4G/5G network stack from scratch. Audited lte/gateway Dockerfiles,
found and fixed broken Ubuntu 24.04 packages (python3-distutils, libssl1.1),
updated subscriberdb to Ubuntu 24.04, and upgraded CI to a matrix strategy
testing ubuntu-20.04 and ubuntu-24.04. Fixed a real bug spanning 14 files and submitted
a PR to the production codebase.
linux
docker
open source
4g/5g
github actions
Cisai-Centre for Internet Studies and Artificial Intelligence
Built experimental AI prototypes while researching agentic AI architectures and operating system
concepts for intelligent system design. Building more...
Ouantum AI
Worked on developing AI systems for construction quality analysis, building defect detection modules such as honeycombs
that identified structural anomalies from Ultrasonic Pulse Velocity (UPV) sensor data. Contributed to data
processing pipelines, pattern recognition algorithms, and AI-driven assessment workflows for engineering applications.
projects
Built a GPT-style transformer framework from scratch in PyTorch featuring specialist model training,
weighted model weaving, validation tracking, influence tracing, and controllable generation through
the composition of multiple domain-specific language models.
pytorchtransformersgenerative aiopen sourceml research
AI-powered platform for automated communication between retailers and suppliers using agent-based workflows.
fastapireactai agentspython
Fully automated civic and legal service kiosk using LangChain and RAG-based vector search
to streamline access to government services through AI agents.
langchainragvector searchai agents
Offline multimodal AI system for text Q&A and image-to-text with modular pipelines,
optimised prompts, sub-3s responses, containerised on Docker and Kubernetes.
ollamamultimodal llmsdockerkubernetes
Scalable AI legal platform using LLM-powered agents to simplify access to legal information and guidance.
fastapillmsai agents
Low-latency infotainment interface using FastAPI and Computer Vision for touchless gesture-based control on embedded hardware.
opencvcomputer visionfastapiembedded
Inclusive educational platform for children with disabilities, with AI-powered accessibility features and adaptive learning modules.
pythonspeech-to-textnlp
achievements & awards
SCT College of Engineering, Thiruvananthapuram
ACM — Amrita Vishwa Vidyapeetham, Amritapuri
TKM Institute of Technology
Selected as mentee for the Linux Foundation Networking Magma project.
Shipped a real PR to a production open-source codebase within weeks of joining.
stack
python
fastapi
django
flask
react
flutter
langchain
docker
kubernetes
linux / unix
git
rest apis
## writing
Notes on mentorships, papers I've read, projects I've built.
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