Data Science & ML Agent Skills

High-performance kernel template libraries and DSLs.

Monte Carlo simulation skill for statistical physics, particle transport, and stochastic processes

AFLOW automatic materials discovery skill for high-throughput DFT calculations and materials database queries

Agent skill for matrix-optimizer - invoke with $agent-matrix-optimizer

Measurement System Analysis (MSA) skill for Gage R&R studies with variance component analysis and measurement adequacy assessment

Genome in a Bottle benchmark validation skill for pipeline accuracy assessment

Return public original model architecture diagrams for user-specified LLM, VLM, MoE, diffusion, OCR, and SGLang/sgl-cookbook model families.

Specify plant models for closed-loop simulation: system specs, architecture, build plans, validation plans.

Unified LLM torch-profiler triage skill for `sglang`, `vllm`, `TensorRT-LLM`, and `TokenSpeed`.

Run an autonomous Humanize-governed vLLM SOTA performance loop for one LLM model: first perform the fixed fair vLLM/SGLang/TensorRT-LLM…

Ancestry decomposition PCA against the Simons Genome Diversity Project

Specialized skill for robot vision including feature detection, tracking, and camera calibration

Build, test, or develop the Cortex-M (CMSIS-NN) backend.

Measurement System Analysis skill for Gage R&R studies with variance component analysis.

Run evaluations for Hugging Face Hub models using inspect-ai and lighteval on local hardware.

Hugging Face transformer model fine-tuning and inference for intent classification

Deterministic mathematical computation using SymPy.

Expert skill for Model Predictive Control implementation and tuning

Coordination and task allocation for multi-robot systems and fleets

nbodykit large-scale structure analysis skill for N-body simulations and galaxy surveys

Run nf-core bioinformatics pipelines (rnaseq, sarek, atacseq) on sequencing data.