Skill UI

Designs comprehensive, production-ready observability strategies by integrating metrics, logs, and traces. This tool guides the setup of SLI/SLO frameworks, optimizes noisy alerting configurations, and generates detailed dashboards, ensuring deep visibility into service health and performance.

Integrates FIRST's Exploit Prediction Scoring System (EPSS) API to estimate the probability of a CVE being exploited in the wild within 30 days. This tool moves beyond traditional severity scoring (CVSS) by providing a likelihood measure, allowing security teams to implement a risk-based remediation strategy by combining EPSS scores with CVSS scores to assign immediate, urgent, or low priorities.

This skill details implementing a ransomware-resistant, immutable backup strategy using the restic tool. It leverages S3-compatible Object Lock (Compliance Mode) to ensure Write Once Read Many (WORM) storage, preventing deletion or modification by attackers. The process includes automated backup, cryptographic integrity verification (restic check), and scheduled restore testing, adhering to advanced security standards like 3-2-1-1-0.

This guide details the implementation of a robust, ransomware-resilient backup architecture following the extended 3-2-1-1-0 rule. It covers critical steps such as classifying assets, defining RPO/RTO, implementing immutable or air-gapped storage, and isolating backup credentials from the production domain. Use this knowledge to design a multilayered defense against data loss and ensure reliable recovery points.

Provides comprehensive guidance on determining the optimal scaling strategy for Qdrant vector databases. Covers when to transition from vertical to horizontal scaling, how to select the right number of nodes and shards, and best practices for setting replication factors to ensure zero-downtime operation and fault tolerance. Also details proper shard management and common scaling pitfalls to avoid.

This skill provides advanced integration for deploying applications on Fly.io, focusing on edge computing architectures. It covers building production-ready Docker images, configuring `fly.toml` for services and health checks, and executing sophisticated deployment strategies like blue-green and canary releases. It ensures reliable, scalable deployment across multiple regions, including automated rollbacks and micro-VM optimization.

This guide provides a comprehensive strategy for configuring Klaviyo across development, staging, and production environments. It covers best practices for using separate API keys, implementing robust environment detection logic (like reading NODE_ENV), and utilizing secret management solutions (AWS/GCP/Vault). Crucially, it teaches how to implement 'guards' to prevent accidental real-world actions, such as sending live emails or deleting data, in non-production environments, ensuring data integrity and smooth CI/CD deployment.

This guide provides comprehensive guidance on scaling Qdrant, a vector database. It helps users diagnose performance bottlenecks and determine the optimal horizontal or vertical scaling strategy. Strategies are categorized based on specific needs: increasing data volume, improving query throughput (QPS), minimizing query latency, or managing high query result volumes.

This guide details the architecture and implementation of a ransomware-resilient backup strategy, adhering to the extended 3-2-1-1-0 methodology. It covers critical steps including defining RPO/RTO, establishing immutable/air-gapped copies, isolating backup credentials from the production domain, and automating periodic restore testing. Use this framework to ensure business continuity against sophisticated cyberattacks.

A comprehensive guide for computer science authors targeting high-performance parallel and distributed computing venues like HPDC. It assists in conference fit evaluation, manuscript re-framing (from journal/arXiv to conference narrative), identifying evidence gaps, and structuring contributions for optimal review success in cloud/HPC systems and distributed settings. Ideal for determining submission strategy.

A comprehensive guide for authors targeting ACM MobiCom. It assists in conference fit assessment, manuscript re-framing, and strengthening the evidence base for mobile networking and wireless systems papers. Learn how to position your work against specific venue requirements, distinguish contributions (e.g., networking vs. platform), and structure your paper for optimal review impact.

This guide provides a comprehensive framework for positioning mobile and embedded systems manuscripts for ACM MobiSys. It details venue fit, contribution framing, necessary real-device evidence, and how to differentiate the work from related conferences (e.g., MobiCom, UbiComp). Use this when your research value depends on surviving real-world device constraints, sensing, or edge computing environments.