Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when...
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Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert...
Framework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulations...
Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks...
Senior GDPR/DSGVO expert and internal/external auditor for data protection compliance. Provides EU GDPR and German...
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Query NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations,...
This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for...
Access NCBI GEO for gene expression/genomics data. Search/download microarray and RNA-seq datasets (GSE, GSM, GPL),...
This skill should be used at the start of any computationally intensive scientific task to detect and report...
CLI/Python toolkit for rapid bioinformatics queries. Preferred for quick BLAST searches. Access to 20+ databases:...
Master advanced Git workflows including rebasing, cherry-picking, bisect, worktrees, and reflog to maintain clean...
Generate conventional commit messages automatically. Use when user runs git commit, stages changes, or asks for...
Create production-ready GitHub Actions workflows for automated testing, building, and deploying applications. Use...
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Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on...
Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training
High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic...
Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats,...
Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrieve...
Digital pathology image processing toolkit for whole slide images (WSI). Use this skill when working with...