时序注意力增强变分图循环神经网络（TAVRNN）用于神经动力学和行为建模。整合概率图学习与时序注意力机制，建模时变神经连接。支持单单元级别潜在动力学和群体级别可解释表示。触发词：神经动力学、时变连接、图神经网络、TAVRNN、神经群体、行为解码、neuronal dynamics、time-varying connectivity、graph neural network、temporal attention。
操作并扩展NanoClaw v2，这是ECC基于claude -p构建的零依赖会话感知REPL。
Gateway to 400+ bioinformatics skills from bioSkills and ClawBio. Covers genomics, transcriptomics, single-cell, variant calling, pharmacogenomics, metagenomics, structural biology, and more. Fetches domain-specific reference material on demand.
Token-optimized structural code search using tree-sitter AST parsing. Use instead of reading full files when you need to understand code structure, find functions, or explore a codebase efficiently.
Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG applications, recommendation systems, and similar
Analyze skin health data, identify skin problem patterns, assess skin health status. Supports correlation analysis with nutrition, chronic diseases, and medication data.
Scanpy is a scalable Python toolkit for analyzing single-cell RNA-seq data, built on AnnData. Apply this skill for complete single-cell workflows including quality control, normalization, dimensionality reduction, clustering, marker gene identification, visualization, and trajectory analysis.