Work / 01
Projects &
professional experience.
A curated set of work spanning healthcare AI, multi-agent systems, generative models, and applied research. From startups I co-founded to research labs I contributed to.
Roshan AI
February 2026 to Present- Developing ShifaMind, a novel interpretable clinical AI system outperforming frontier and baseline models on ICD-10 coding, incorporating a Multiplicative Concept Bottleneck (MCB) architecture with generative design extensions.
- Leading end-to-end research and productionization of clinical NLP systems; coordinating with academic collaborators and preparing research outputs for top-tier venues.
Quelea Social
October 2024 to Present- Designed and trained a multimodal multi-agent video understanding system using OpenAI agents, OpenCV, and HuggingFace Transformers; built a NexTGPT-inspired model trained on 5k+ influencer videos achieving SOTA performance, leveraging a mixture of experts (MoE) for model scaling; prepared for arXiv publication.
- Fine-tuned and deployed Qwen 2.5 Vision on 7k data points using QLoRA and self-supervised learning on RunPod, significantly improving overlay text extraction accuracy in production pipelines.
University of Arizona
January 2025 to February 2026- Designed and architected end-to-end ML pipelines integrating RAG, multi-agent LLM systems, and knowledge graphs across the full data lifecycle — ingestion, preprocessing, training, and cloud deployment on AWS.
- Developed digital phenotyping pipelines integrating MindLamp and deploying RADAR-Base on AWS EC2 for continuous ingestion of sensor, behavioral, and survey data; built knowledge graphs, KNN clusters, and clinical text embeddings.
- Engineered a multi-agent architecture unifying wearable data, passive smartphone signals, clinical text, and survey streams into a real-time analytics framework.
IonTheFold
June 2025 to Present- Co-founded a research-focused startup reimagining protein and antibody design with AI, collaborating with Grinter Lab (University of Melbourne) and Knott Lab (Monash University).
- Designed a fusion architecture combining ESM-2, APBS, and ProteinMPNN with a novel electrostatic-aware loss function, achieving 6.53% improvement on charged proteins and 4.14% ± 0.026 overall gain in sequence recovery.
Lumenci
January 2024 to December 2024- Architected and deployed an automated ML-driven portfolio analysis system, reducing consultant effort from 40–50 hours per project to minutes; engineered feature extraction workflows and scalable data pipelines.
- Accelerated large-scale portfolio analytics by 82% using GCP GPU infrastructure; built a multi-agent AI workbench integrating a mixture-of-experts (MoE) architecture, improving efficiency by 70% and boosting model accuracy from 6% to 72%.
Indian Institute of Technology, Indore
January 2023 to October 2023- Developed a Graph Neural Network architecture from scratch to process and train on a decade's worth of image data from NASA's SOHO satellite, achieving 91% accuracy in time series prediction.
- Led a team of 3 researchers experimenting with CNN, RNN, GAN, and GNN for time series forecasting and image classification tasks.
FeaturedShifaMind
Explainable healthcare AI capstone with diagnostic reasoning grounded in medical evidence.
NabzGraph
Turns continuous multi-modal signals (ECG, PPG, arterial pressure, respiration) into a patient-specific knowledge graph of SNOMED concepts and their measured relationships — every node and edge traceable to the exact signal windows behind it.
IonTheFold
Protein & antibody design with electrostatic-aware fusion architecture.
FeaturedCOMET-SEE
Comet detector trained on NASA SOHO data, deployed on Hugging Face Spaces.
FeaturedAsym
Measures trust asymmetry in tool-using LLMs — how susceptibility to an identical adversarial payload shifts across user messages, tool metadata, and tool outputs — via the Safety Asymmetry Score (SAS), with a mechanistic study on Llama 3.3 70B.
AgentEval
Benchmark-agnostic evaluation harness for LLM coding agents: a ReAct loop over OpenAI-compatible providers with a Docker-based SWE-bench Verified provider that measures solve rate, logs trajectories, and classifies failures into a 7-mode taxonomy.
JobHuntAI
Multi-agent job search assistant that scrapes, scores, and applies on your behalf.
BioSphereAI
Hackathon-winning bioinformatics platform for environmental data.
Salsabil
AI-powered productivity & wellbeing companion.
VitaShifa
Personal health AI prototype merging RAG and structured medical knowledge.
Protein Protein Interaction GNN
Graph neural network for predicting PPI from sequence and structure.
Afny AI
Conversational AI assistant deployed for community use.
AutoPharma
Pharmaceutical assistant powered by multi-agent reasoning.
Image Detection
GAN + Vision Transformer based AI-generated image identifier.
Jarvis AI
Personal voice-driven AI assistant with multi-modal capabilities.
Solar Weather Forecast
Time-series forecasting of solar storms using NASA SOHO data.
FeaturedArcher · Model Rocketry
Patented self-landing model rocket flight computer.
Loan Default Prediction
End-to-end ML pipeline for German bank loan default prediction.