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June 12, 2026·3 min read·Geospatial AI, Use Case

Zero-Shot Damage Assessment: Evaluating MBCTD on the 2025 LA Wildfires

I built a custom web app to test my MBCTD model on the 2025 LA wildfires. Here's a look at how it generalized to real-world disaster damage on the fly.

May 21, 2026·3 min read·Geospatial AI, Models

MBCTD: Open Multi-Label Building Change Type Detection at the Pixel Level

We're releasing MBCTD, a deep learning model that detects demolished, new, and unchanged buildings independently per pixel — including replacement sites that single-label models can't represent. Available now.

April 6, 2026·12 min read·RAG

What is Hybrid Search?

Multiple retrievers, one ranked list: how hybrid search works and why it's now the default.

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Independent research and engineering on RAG, document processing, and large data, across multiple domains.

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