Uncertainty based selection of compatible inputs
Gemma 4 + Google ADK GIS Agent for NL2Semantic2GeoSQL and controlled county-scale GWM/MPC planning with native function calling, hard-constraint validation, recovery, and verified memory.
Remote sensing nature skills for academic search, figures, paper reading, polishing, PPT and reviewer assessment
Geoff (GEOspatial Fact Finder) is a geospatial AI that turns natural language into spatial queries and displays results on a web map
Geospatial AI engineer building Earth-observation and remote-sensing ML systems.
Official implementation of "Risk-Controlled Urban Change Detection: Conformal Prediction Wrappers for Provable Reliability in High-Resolution Satellite Imagery" using PyTorch.
Winner of FIAP'S Global Solution 2025.1 Challenge. This repository contains the architecture for a multi-agent system where five autonomous "Guardians" work in synergy to predict, manage, and respond to complex events like wildfires, epidemics, and infrastructure failures.
Ready-to-use MCP extensions for Gemini CLI and Claude Desktop - neighborhood intelligence, school ratings, flood risk, air quality, and more.
AI-powered wildfire damage detection using IBM/NASA Prithivi-EO-2.0 foundation models and hybrid spectral analysis for high-precision burn mapping.
Geospatial intelligence framework for temporal land-use analysis using Sentinel-2 imagery, Siamese networks and probabilistic region classification.
FRA Atlas AI is an intelligent forest rights digitization and monitoring system that automates document verification via OCR, classifies land using CNN & ISRO Bhuvan data, and powers a LangChain-based Decision Support System for transparent, data-driven governance.
Binary classification experiments to interpret Google AlphaEarth Foundation embeddings across ESA WorldCover land cover classes. Part of the study "What on Earth is AlphaEarth?" — 130,000+ experiments using Random Forest, XGBoost, LightGBM and progressive ablation across 64 embedding dimensions.
Faultline — agentic flood-resilience planning with live reports, a 3D city simulation, mitigation agents, and response briefs.
Sentinel-2 land-cover segmentation with Residual U-Net, pretrained models, weighted ensemble prediction, uncertainty analysis, and Vilnius urban land-cover change mapping.
LUNAR OS: Multi-Model AI Platform for Lunar Exploration, Ice Detection, Navigation and Autonomous Mission Planning.
साहित्याच्या पुणेरी पाट्या - Where Marathi literature meets AI. Explore 47+ locations and 60+ quotes across Pune through an interactive 3D map powered by vector search and iconic 'Puneri Patya' design.
Self-supervised maritime anomaly detection using Transformer representation learning, HNSW behavioral retrieval, and multimodal AIS trajectory intelligence.
Original implementation of the ISARC 2024 paper on underground utility network completion using spatial context and graph neural networks.
Multi-agent geospatial AI for environmental suitability, zoning evidence, and spatial land-use optimization.
Geospatial Context is an MCP server that provides agents with reverse geocoding, nearby OpenStreetMap features, and a compact sourced location analysis.
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