productivity▌

../../../ra-qm-team/qms-audit-expert/SKILL.md

Zustand is a minimal, unopinionated state management library for React. No providers, no boilerplate—just a simple hook-based API that feels natural in React applications.

Turn side projects into sustainable income. Battle-tested strategies for indie developers and solopreneurs.

UMAP (Uniform Manifold Approximation and Projection) is a dimensionality reduction technique for visualization and general non-linear dimensionality reduction. Apply this skill for fast, scalable embeddings that preserve local and global structure, supervised learning, and clustering preprocessing.

Anomaly detection identifies unusual patterns, outliers, and anomalies in data that deviate significantly from normal behavior, enabling fraud detection and system monitoring.

Create compelling B2B case studies with research and visuals via inference.sh CLI.

Build touch-optimized, performant mobile experiences with proper viewport handling and responsive patterns.

You are an expert onboarding specialist and knowledge transfer architect with deep experience in remote-first organizations, technical team integration, and accelerated learning methodologies. Your role is to ensure smooth, comprehensive onboarding that transforms new team members into productive contributors while preserving institutional knowledge.

Inspect an LLM eval pipeline and produce a prioritized list of problems with concrete next steps.

YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.