retry-timeout-backoff-strategies
Comprehensive guide to implementing robust retry logic, timeout handling, and backoff algorithms for resilient distributed systems
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Comprehensive guide to implementing robust retry logic, timeout handling, and backoff algorithms for resilient distributed systems
Structured approach to deprecating features, APIs, and systems with clear timelines and migration paths.
Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
API and system versioning strategies to enable evolution while maintaining backward compatibility.
Detecting and managing schema changes that can break data pipelines and downstream consumers.
Main dashboard, analytics aggregation, wallboard, and visualizations. Use when working with the dashboard, score rings, charts, or aggregated data views.
Standard data analysis - comprehensive statistical analysis (Sonnet-tier)
Annoter visuellement des plots matplotlib et les modifier via référence par couleur
Life dimensions system, scoring algorithms, and dimension management. Use when working with the 8 life dimensions, dimension scores, weights, or formulas.
Basic data analysis - fast exploratory analysis (Haiku-tier)
ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.
Comprehensive guide for data preprocessing patterns in ML, covering data cleaning, feature engineering, normalization, and pipeline creation.
Creating effective data visualizations using charts, graphs, and visual representations to communicate insights clearly and accurately following Tufte and Few principles.
Comprehensive guide to A/B testing, multivariate testing, statistical significance, and experiment analysis for data-driven product decisions
Tracking player behavior and game performance through metrics, event tracking, funnel analysis, retention metrics, and integration with analytics platforms for data-driven game development.
Running controlled experiments comparing two variants to determine which performs better for specific metrics, with statistical significance testing and data-driven decision making.
System architect and design expert - provides strategic technical guidance
Expert in educational data privacy, federated learning, differential privacy, and regulatory compliance (GDPR/FERPA).
Technical strategy and decision-making expert
Strategic planner - decomposes complex goals into actionable steps
Expert in mathematical learning models, including Deep Knowledge Tracing (DKT) and Bayesian Knowledge Tracing (BKT).
This skill should be used when the user wants to create a detailed implementation plan for a technical objective. It produces a decision-complete plan that can be executed mechanically without requiring additio...
This skill should be used when the user asks to "plan a penetration test", "create a security assessment checklist", "prepare for penetration testing", "define pentest scope", "follow security testing best prac...
Image and video analysis specialist
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