Computer Science Student & AI Software Engineer.

I focus on building robust, production-ready systems. I prioritize clean architecture, strict type safety, and performance optimization to create maintainable software.

Active Open Source Contributor developing features and ensuring engineering best practices.

A Multimodal AI Engine that enables users to "chat" with video content by analyzing both audio speech and visual screen context (OCR).

Unlike simple text-wrappers, this project is engineered for depth and reliability:

• 👁️ Visual RAG: Implements an OCR pipeline to "read" code and slides from video frames, capturing context that is shown but not spoken.
• 🧠 Hybrid Search: Uses Qdrant to combine semantic embeddings with keyword search (BM25) for precise technical retrieval.
• ⚡ Performance: Achieved 0.14 RTF on CPU using custom int8 quantization.
• 🛡️ Engineering: Fully Dockerized ETL pipeline with strict type safety guarantees.

I believe in improving the tools I use daily.

• roboflow/supervision: Led the strict typing migration for the metrics module (+700 lines refactored) and ensured full compatibility with NumPy 2.0. Refactored core calculation logic in MeanAveragePrecision to align the library with production-grade engineering standards.
• qdrant/qdrant-client: Enhanced Developer Experience (DX) by standardizing type hints across the client interface, streamlining hybrid search (Dense + Sparse) integration for gRPC and HTTP users.
• SYSTRAN/faster-whisper: Proposing architectural patterns for Dynamic Batching and request queuing to solve latency bottlenecks in high-concurrency GPU environments.
• pyDeprecate: Contributed to core design discussions on decorator deprecation lifecycles, advocating for "Fail Fast" import-time warnings to prevent silent technical debt in production systems.

• Core & Backend: Python 3.12 (Strict Typing), Docker, FastAPI/Streamlit.
• AI & Data: OpenAI, Faster-Whisper, RapidOCR, Sentence-Transformers.
• Vector Search: Qdrant (Hybrid Search: Dense + Sparse).
• Quality & DevOps: Mypy, Ruff, Pre-commit hooks, GitHub Actions.