🎓 Dissertation · University of Edinburgh · 2026
LLM Agentic Chatbot for IUPHAR
Agentic chatbot that translates natural language queries into SQL to retrieve live data from the IUPHAR
Guide to
Pharmacology PostgreSQL database — serving academic researchers and drug discovery teams.
Evaluating LangGraph vs CrewAI pipelines with a PostgreSQL MCP server for schema-aware access.
LangGraphCrewAI
PostgreSQL MCPNL2SQL
$ query: "Find all GPCR targets and ligands"
NL2SQL SELECT * FROM targets WHERE type='GPCR'
{"status": "success", "rows_returned": 820}
🏆 Hackathon Top 8/35+ · University of Edinburgh · Feb 2026
AccessAI – Universal Accessibility Browser Extension
AI-powered Chrome extension with three real-time tools: voice-controlled agentic navigator, social cue
coaching assistant,
and autonomous documentation engine. Multimodal pipeline combining Whisper + GPT-4o Vision for live lecture
capture.
Low-latency architecture using WebSockets and GPT-4o function calling.
GPT-4oWhisper
WebSocketsNode.js
Chrome ExtensionTypeScript
🔬 ML Research · University of Edinburgh · 2026
Vision-Language Models for Fashion Description Generation
Fine-tuned & benchmarked CLIP, BLIP, BLIP-2, OFA on FashionGen dataset using LoRA, full fine-tuning, and
mapping-network tuning.
Accelerated training 250%+ via multi-GPU parallelisation. Unified evaluation across CIDEr, BLEU-4, METEOR,
ROUGE-L.
CLIPBLIP-2
LoRAPyTorch
Multi-GPUHuggingFace
⚡ Enterprise R&D · Prodapt NextGen Labs · 2025
Conversational AI Video Editor
LangGraph-orchestrated agent interpreting natural language instructions and executing them via MoviePy.
Trim, crop, mute/bleep, blur, generate subtitles, and translate — all through chat. Deployed as a production
API endpoint for enterprise use.
LangGraphMoviePy
FFmpegGemini API
FastAPI
🚗 Final Year Project · VIT Vellore
Real-Time Traffic Sign Detection (YOLOv8)
Trained YOLOv8 from scratch on a combined Kaggle + Roboflow dataset spanning 59 unique traffic sign classes.
Deployed as a real-time Streamlit app with live camera input for detection.
YOLOv8PyTorch
StreamlitRoboflow
Ultralytics
🤖 Capstone · Prodapt Internship · 2025
Telecom Service Assistant (Multi-Agent)
LangGraph-orchestrated multi-agent system: CrewAI for billing, AutoGen for troubleshooting, LangChain for
recommendations.
LlamaIndex managed hybrid SQL + vector retrieval from telecom docs and SQLite DB.
LangGraphLlamaIndex
CrewAIAutoGen
RAGStreamlit
Prodapt R&D
Sunrise GmbH
Tech Mahindra
University of Edinburgh
VIT Vellore