CI/CD

Interpolate between different mesh shapes for animation and shape blending. Use for facial animation, character morphing, and design exploration. Requires correspondence between source and target meshes.

Calculate and analyze warehouse picking efficiency metrics. Use this skill when measuring picker productivity, analyzing travel vs pick time ratios, benchmarking performance, or optimizing operational KPIs.

BusyBox configuration and usage for embedded Linux systems. Use when creating minimal Linux environments, building rescue systems, or replacing standard utilities with BusyBox applets.

Comprehensive React component coding guidelines, refactoring principles, and architectural patterns. **CRITICAL**: Focuses on patterns AI commonly fails to implement correctly, especially testability, props control, and component responsibility separation. Reference this skill when implementing or refactoring React components during Phase 2.

Optimize inventory levels using EOQ, multi-echelon models, and cost minimization. Use this skill when calculating economic order quantities, minimizing total inventory costs, optimizing across multiple locations, or balancing ordering and holding costs.

Interact with HubSpot CRM API for managing contacts, companies, and deals. Use when fetching HubSpot contacts, creating or updating CRM records, syncing data with HubSpot, or building HubSpot integrations.

Work with sparse matrix formats (CSR, CSC, COO) and algorithms. Use when implementing efficient sparse operations like matrix-vector/matrix-matrix multiplication with many zero elements.

Connect to and query SQL databases, execute queries, and handle database transactions. Use when reading from or writing to databases, performing batch inserts, managing connections, or executing complex SQL queries in data pipelines.

Scientific computing library. Use for optimization, interpolation, statistics, signal processing, and numerical integration.

Creating Dockerfiles for containerized builds. Use when generating container images for development or deployment.

Model and solve constraint optimization problems. Use this skill when defining decision variables, adding constraints (capacity, time, precedence), setting objectives, and finding optimal or feasible solutions using constraint programming techniques.

Create well-defined task specifications from plans or user prompts. Use when user wants to define a task, create a work item, break down a plan into actionable work, or write a spec for implementation. Triggers on "create task", "define task", "write spec", "break this down", "make this actionable", or when moving from planning to execution.

Calculate and optimize safety stock levels to buffer against demand and supply uncertainty. Use this skill when determining buffer inventory, setting service level targets, analyzing lead time variability, or balancing stockout risk against holding costs.

Matplotlib library for creating financial visualizations. Use for plotting time series, creating multi-panel figures, stacked bar charts, and generating publication-quality charts.

Handle vehicle and resource capacity constraints in optimization. Use this skill when managing load limits, weight restrictions, volume constraints, or multi-dimensional capacity planning for vehicles and containers.

Crack password hashes using dictionary attacks, rainbow tables, and hashcat. Use this skill when recovering passwords from hashes, identifying hash types, or exploiting weak password policies in CTF challenges.

Fix common mesh defects including holes, non-manifold edges, degenerate triangles, and self-intersections. Use for preparing models for 3D printing, simulation, and rendering. Essential for mesh cleanup pipelines.

Use BWA for aligning sequencing reads to a reference genome for variant calling pipelines. Use when mapping short-read Illumina data to reference genomes for variant calling pipelines.

Guide for developing Linux kernel modules. Use when building, compiling, loading, or debugging kernel modules (.ko files). Covers module initialization, cleanup, parameters, licensing, and interaction with kernel APIs.

Quantum chemistry and first-principles calculations for molecular properties. Use for calculating HOMO-LUMO gaps, ionization potentials, electron affinities, and electrochemical stability windows.