productivity▌

When analysis requires computation (statistics, data processing, scoring, enrichment), write and run Python code via Bash. Don't describe what you would do — execute it and report actual results. Use ToolUniverse tools to retrieve data, then Python (pandas, scipy, statsmodels, matplotlib) to analyze it.

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

This skill documents proper Tiptap API usage patterns for vmark development. It helps distinguish when to use Tiptap's high-level API vs direct ProseMirror access.

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

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

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

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

Unified read-side memory skill with subcommands for searching, loading, syncing, history, and visualization.

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.