Loop
AI-powered study planner that builds personalized learning paths based on a student's goals, pace, and deadlines, using LLMs to generate adaptive schedules and quizzes.
- React
- Firebase
- Python
- OpenAI
- FastAPI
Featured Projects & Hackathons
NutrySafe
Food safety and nutrition inspector that uses Gemini to read labels and ingredients, flag allergens and additives, and surface personalized nutrition insights.
- Python
- Gemini
- Google AI Studio
- Computer Vision
AI Agent Security - Multi-Step Tool Attacks
Silver medal Kaggle solution demonstrating robust prompt-injection and multi-step tool attacks. Deployed a stateful 'Confused Deputy' pipeline that bypassed hidden provenance/taint-tracking guardrails while optimizing container throughput.
- Python
- LLM Security
- Red Teaming
- Adversarial ML
- Prompt Injection
Writing
2026-07-13·6 min read
The Claude Code Desktop App Replaced 90% of My Terminal Stack
How the desktop app's Local/SSH/Remote sessions quietly replaced a VPS, tmux, and Tailscale setup — and the few cases where a real terminal still earns its keep.
2025-01-12·7 min read
Introduction to AI Agents
How LLM-based agents observe, reason, and act: model, tools, and orchestration layer, plus ReAct/CoT/ToT with a LangChain example.
2024-12-03·8 min read
Introduction to Embeddings & Vector Stores
Text, image, and multimodal embeddings, vector databases like Pinecone and Chroma, and how ANN search (HNSW, FAISS) makes retrieval fast.
2024-11-23·7 min read
Introduction to Prompt Engineering
Temperature, top-K, and top-P, plus the prompting techniques that actually move the needle: zero-shot, few-shot, Chain of Thought, ReAct.
2024-11-17·9 min read
Introduction to Foundational Large Language Models
From the 2017 Transformer to GPT-4 and Gemini: pretraining, fine-tuning with SFT/RLHF/LoRA, and inference optimization.
About Me
Senior Data Scientist with 7+ years of experience, currently leading GenAI initiatives across the Glovo and Delivery Hero (DH) ecosystem. I focus on productionizing multi-agent architectures and automated taxonomies that serve as the foundational data layer for millions of users globally.