Projects

OmniFind

In progress

Semantic search and chat over your entire filesystem. A multimodal embedding model indexes every file — images, video, docs — so you can find anything by what's inside it. Spotlight, but it actually understands your files.

Multimodal RAG/Embeddings/Agents

An autonomous agent that does the tedious 80% of a video edit on a shared timeline — you keep taste and polish the rest by hand.

LangGraph/Claude/Gemini/Remotion/Next.js

Turns a handful of product images plus a prompt into a finished marketing video — analysis, scene planning, parallel frame generation, QA, and render.

Gemini Pro/Veo 3.1/FastAPI/Next.js

Chat with your database in plain English. Natural-language-to-SQL with auto-generated visualizations and saved query presets.

FastAPI/OpenAI/PostgreSQL/MySQL

Temporally-aware video embeddings

Research

Research: a temporally-aware video embedding model powering an agentic text-to-video evaluation benchmark — better correlated with human preference than FVD and CLIPScore for current generators.

Video models/Embeddings/Evaluation