Some visuals I vibe with
Engineering the Future
Roles, impact, and the systems I built — from production software to LLM research.
Software Developer Intern
Software Developer Intern
IBM • Markham, ON
Sep 2025 – Present
- Led end-to-end development of a production-grade content creation platform for 2500+ authors and 10M+ learners, delivering a dual-mode WYSIWYG/Markdown editor built using Next.js, React, TypeScript, TipTap and Codemirror.
- Shipped AI-assisted authoring features with document-level text-to-speech and content suggestions using GPT-4o-mini-TTS and OpenAI API, achieving 90% consistency with the source technical content and improved accessibility.
- Built secure RESTful backend services with Express.js and OAuth2/JWT, integrating with a host authoring platform to enable draft, publish, and retrieval workflows with type-safe TypeScript contracts, reducing lab publishing time to less than 10 minutes.
- Improved developer velocity with dockerized deployments and Playwright E2E tests, reducing regression bugs by 40%.
Open Source Research Developer
Open Source Research Developer
Google Developers Group (Glassbox LLMs) • Toronto, ON
Sep 2025 – Present
- Built a transformer attention inspection pipeline on DistilBERT (6 layers, 12 heads) using Hugging Face Transformers and PyTorch to extract per-layer, per-head attention tensors for static and interactive visualizations via Matplotlib, Seaborn and BertViz.
- Investigated long-context attention behaviour, analyzing inter-sentence attention to study how coherence and representations evolve with increasing sequence length, contributing reproducible analysis to an active area of interpretability research.
- Developed a local, API-independent LLM evaluation pipeline by integrating DeepEval with a custom Ollama-backed model wrapper, enabling explainable LLM-as-a-judge evaluation using GEval metrics with thresholded pass/fail signals.
AI Engineer Intern
AI Engineer Intern
Blu Creative • Toronto, ON
May 2025 – Aug 2025
- Developed an RAG chatbot using OpenAI API, LlamaIndex, LangChain, and SQLAlchemy, providing natural language query support over company data and RFPs, deployed across 50+ organizations.
- Engineered AI-powered FastAPI endpoints with structured prompt engineering, chat history summarization, and query caching, enabling context-aware query handling, seamless Next.js integration, and a 30% improvement in response efficiency.
- Built LLM screening to automate screening of 100+ daily documents into PostgreSQL, reducing manual processing time by 85%.
Machine Learning Engineer
Machine Learning Engineer
McMaster Aerial Robotics and Drone Team • Hamilton, ON
Jan 2025 – Present
- Compared blob detection, hough circle transform, and connected-components methods for circular target detection, tuning parameters to avoid background false positives and achieving 90–95% accuracy on 100+ validation images.
- Benchmarked detection accuracy and latency across approaches, selecting a blob-based pipeline that reduced inference time by 30% while maintaining stable detections under varied lighting conditions in images captured by a drone camera.
Software Engineer Intern
Software Engineer Intern
Learning Mode AI • Toronto, ON
Jan 2025 – Mar 2025
- Built 3+ Go and Python based RESTful APIs to enable dynamic quiz generation, concise video summaries, and real-time Q&A by leveraging Redis and GPT-4o LLM integration, working in a docker based environment.
- Developed 10+ UI features and resolved 15+ bugs, improving responsiveness by 30% using React and JavaScript.
Embedded Full-Stack Engineer
Embedded Full-Stack Engineer
Human Endeavour • Vaughan, ON
Jun 2024 – Oct 2024
- Optimized a MySQL database for 15+ IoT sensors, boosting query performance by 40% via indexing and schema design.
- Developed a C++ fall detection algorithm using an ESP32 micro-controller and accelerometer with 95% accuracy and implemented an automated email alert service via the Gmail SMTP server.
- Developed a trilateration algorithm with Ultra-Wideband, AT Commands, and C++ for indoor tracking at 80% accuracy.
Some of my recent projects
And Finally...
I love to build systems that have global impact
I constantly try to improve
My tech stack
Next.jsTypescriptReact.js
PythonJavaScriptSQL
I am always building something new
Currently creating an AI-Powered Learning Management System for students worldwide
Do you want to build something together?







