Conflict-Aware Graph RAG
Graph-based retrieval-augmented generation that turns text into knowledge triples with LLMs. An entropy-based conflict-detection module cuts hallucination on multi-hop question answering.
// All Works
All Projects
AI / ML
RajNLP-50K Corpus
India's first open Rajasthani-Hindi code-switched corpus of 50K sentences. Fine-tuned MuRIL beats GPT-4o on NER, sentiment, and toxicity detection.
Cardiac Edge AI
140x compressed deep-learning model for real-time 5-class arrhythmia detection on an Arduino Nano 33 BLE. Hits ~99% F1 in under 256KB using spectral knowledge distillation and ECG+PPG sensor fusion.
Image Caption Generator
A CNN encoder with an LSTM decoder that writes natural-language captions for images, trained on the Flickr8k dataset.
AI Dungeon Master — Harry Potter RPG
A fully AI-powered text + image RPG set in the Wizarding World. Combines an Ollama LLM narrator, NetworkX knowledge graph, emotion-driven storytelling, Q-learning enemy AI, and procedural scene rendering.
LLM Agent Security
Attack-and-defense work on tool-using LLM agents: a clean-room benchmark for guardrail bypasses and confused-deputy data exfiltration, with a published Kaggle working note on hardening agents against prompt injection.
AI Intrusion Detection System
Network intrusion detector combining Random Forest, XGBoost, and a neural network, with feature engineering and evaluation on standard IDS benchmark traffic.
Open Source & Libraries
standin
A stand-in for the real LLM in your tests: record LLM API calls once, then replay them forever, fast, free, deterministic, and offline. Hooks httpx, requests, and aiohttp, with fuzzy and semantic matchers plus built-in secret redaction. Install with pip install standin.
Sneakoscope
A safety hook for AI coding agents: it logs every tool call and blocks file access outside the folders you allow, with a live dashboard. Works with Claude Code, Gemini CLI, and Cursor. Install with pip install sneakoscope.
ML Competitions
Kaggle Competitions
Active Kaggle competitor across ML domains: ARC-AGI abstract reasoning, 3D biomedical cell tracking, medical imaging, agent security, and game-playing agents. Read the full breakdown of how I approach them and what I have worked on.
ML Research & Implementations
Mamba (Selective State Space Models)
PyTorch implementation of Mamba selective state space models for long-sequence modelling, with the selective scan and hardware-aware recurrence.
Rotary Position Embeddings (RoPE)
PyTorch implementation of RoFormer's rotary position embeddings for attention, with tests against the reference formulation.
Diffusion RLHF
Selective timestep weighting and advantage replay for more sample-efficient RLHF fine-tuning of diffusion models.
MetaNCA
Neural Cellular Automata for architecture-agnostic weight generation, exploring self-organising updates as a learned optimiser.
OmniOpt
A five-stage optimizer meta-pipeline unifying SGD, Adam, and Lion under one schedule for comparison and ablation.
Sparse Delta Memory
Scalable linear-RNN state via sparse key-value deltas, trading dense recurrence for a compressed, updatable memory.
Developer Tools & Apps
Keet
Open-source, local-first real-time meeting and interview copilot: on-device transcription with a live assist panel, an alternative to cloud tools like Cluely.
WhatsApp MCP Plus
A hardened, zero-setup Model Context Protocol server for WhatsApp, letting agents read and send messages through a safe, well-scoped interface.
testgaps
Finds source files that have no test and ranks them by risk. Static, zero-config, language-agnostic triage for where to add coverage first.
github-roast
Feed it a GitHub profile and it roasts your commit history and repo choices. A small, shareable browser app.
repo-diagram
Generates an architecture diagram from a repository, turning its structure and imports into a readable map.
worse-gpu-allocator
A deliberately bad GPU memory allocator simulator: it allocates in the worst reasonable way so you can watch fragmentation and OOM behaviour up close.
Data Science
IPL Auction Optimizer
Squad optimizer for IPL cricket auctions using XGBoost player valuation and Integer Linear Programming for budget-constrained team selection on Cricsheet ball-by-ball data.
Urban Heat Island — Ahmedabad
Satellite-based Urban Heat Island analysis of Ahmedabad (2013-2024) using Landsat 8, Sentinel-2, Google Earth Engine, and scikit-learn for LST mapping and hotspot prediction.
Smart Money Tracker
Mutual Fund Intelligence Dashboard for tracking fund manager holdings, portfolio overlap, style drift, SIP XIRR, and BHB performance attribution.
Research
Reversible Data Hiding: Paper Implementations
Reproductions of recent reversible-data-hiding papers (IEEE TMM, SPL, and TCE, 2024 to 2026): encryption, embedding, and extraction pipelines benchmarked for capacity and reconstruction fidelity.
Web / Full-Stack
ShopHub: MERN E-Commerce
Full e-commerce platform with a product catalog, shopping cart, checkout, user authentication, and order management.
E-Commerce: PHP + MongoDB
The same store rebuilt on a PHP backend with MongoDB, keeping a React-compatible frontend.
Distributed File Storage
A distributed file-storage system with node-based storage.
SERN Stack Web App
A full-stack web application built on the SERN stack.
Leclerc (CL16) Website Replica
A faithful replica of Charles Leclerc's website: a smooth-scroll, animation-driven experience.
GraphOne
A full-stack intelligence layer for the AI economy: a Next.js app tying graph data, APIs, and an interface into one workspace.
AppForge
A metadata-driven app runtime: a JSON config compiles into a live UI, APIs, a database, and auth, so a whole app is described rather than hand-coded.
Food Delivery App
A full-stack Swiggy-style food delivery app on the MERN stack, with restaurant listings, cart, and order flow.
Weather Dashboard
A clean weather app that pulls live forecasts from a public API, with city search and saved locations.
Library Management System
A CRUD system for managing books, members, and loans, with search, due-date tracking, and an admin dashboard.