Field notes on AI systems, computational geoscience, climate modeling, and open-source tools for extracting knowledge from digital and physical earth data.
I am Masood Sultan, a computational geoscientist and AI engineer based in Berlin. This blog connects the systems I build with the research questions behind them: spatial data, climate adaptation, LLM workflows, and open-source intelligence.
Earth systems, GIS, modeling, and research tooling.
AI SystemsLLMs, edge AI, machine learning, and automation architecture.
Open IntelligenceReal-time dashboards, mapping, and public-data workflows.
In a world where high-level intelligence is locked behind six-figure enterprise contracts, OmniWatch shatters the gatekeeper model. A 48-source intelligence fusion platform that provides a God-View of the planet to anyone with a laptop and a sense of mission.
Google's GraphCast, Huawei's Pangu-Weather, and NVIDIA's FourCastNet are challenging decades of numerical weather prediction. Here's why the shift matters for geoscience.
The newly released Poco X8 Pro Max is more than a mid-range flagship. With its Dimensity 9500s chip, 12GB LPDDR5X RAM, and monstrous 8,500mAh Silicon-Carbon battery, it's the perfect isolated environment for running 1-bit LLM models natively.
From PyGMT to TorchGeo, the Python geoscience ecosystem has exploded. Here are the essential tools for modern computational earth science.