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Writing on RAG, document processing, data engineering, and beyond.

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

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

What is Hybrid Search?
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.

FOTBCD: A Geographically Diverse Dataset for Building Change Detection from High-Resolution Aerial Imagery
January 29, 2026·2 min read·Geospatial AI, Datasets

FOTBCD: A Geographically Diverse Dataset for Building Change Detection from High-Resolution Aerial Imagery

We announce FOTBCD, a national-scale building change detection dataset derived from authoritative French orthophotos and topographic data, designed for robust geographic generalization and commercial use.

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

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