Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems...

Comprehensive code review skill for TypeScript, JavaScript, Python, Swift, Kotlin, Go. Includes automated code...

Pre-implementation confidence assessment (≥90% required). Use before starting any implementation to verify readiness...

Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Includes tech...

Parallel/distributed computing. Scale pandas/NumPy beyond memory, parallel DataFrames/Arrays, multi-file processing,...

Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug...

Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks,...

Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism,...

NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks),...

Multiagent AI system for scientific research assistance that automates research workflows from data analysis to...