Differential expression between spatial domains or conditions in spatial transcriptomics. Input: --input <annotated.h5ad> --contrast <domainA_vs_domainB or conditionA_vs_conditionB> --output <dir>. Output: spatial_de_results.csv, volcano_plot.png.
Migration monitoring, CDC, and observability infrastructure
SOTA Computer Vision Expert (2026). Specialized in YOLO26, Segment Anything 3 (SAM 3), Vision Language Models, and real-time spatial analysis.
Geracao de imagens humanizadas via Google AI Studio (Gemini). Fotos realistas estilo influencer ou educacional com iluminacao natural e imperfeicoes sutis.
Astropy is the core Python package for astronomy, providing essential functionality for astronomical research and data analysis.
Expert performance engineer specializing in modern observability,
Step-by-step guide for capturing key application requirements for NoSQL use-case and produce Azure Cosmos DB Data NoSQL Model design using best practices and common patterns, artifacts_produced: "cosmosdb_requirements.md" file and "cosmosdb_data_model.md" file