Case Studies

Selected Work

Projects built with a focus on AI, developer tools, and real-world utility.

01 Active

ClassRec

A live lecture transcription SaaS that captures, transcribes, and organizes classroom audio in real time. Students focus on understanding instead of frantic note-taking. Built around OpenAI Whisper with a FastAPI backend and React frontend.

Supports real-time streaming via WebSockets, speaker diarization, and auto-formatted notes export. Designed with students as the primary user.

Python FastAPI OpenAI Whisper React WebSockets PostgreSQL
GitHub · Demo — coming soon
ClassRec
Timeline Q4 2024 — Present
Type SaaS · AI Tool
Status Active development
02 Shipped

MBGPT

An AI YouTube comment assistant that replies in the creator's own voice. Context-aware, human-toned, never generic. Demonstrates the evolution from baseline GPT to RAG-grounded to fine-tuned response quality.

Uses retrieval-augmented generation with video transcript context and fine-tuning on historical comment–reply pairs. Built as an end-to-end ML project from data collection to deployment demo.

Python OpenAI API RAG Fine-tuning Jupyter Vector DB
View on GitHub
MBGPT
Timeline Q3 2024
Type ML · NLP
Status Shipped