Skill UI

polars-bio accelerates genomic interval math and bioinformatics I/O by combining Polars, Arrow, and DataFusion to handle BED/VCF/BAM/GFF/FASTA streams, SQL queries, and cloud storage with overlap, coverage, and nearest APIs plus streaming fallbacks.

A comprehensive guide for building or reviewing SwiftUI User Interfaces that utilize the modern Liquid Glass aesthetic. This skill focuses on correctly implementing native Apple APIs (like `glassEffect` and `GlassEffectContainer`) while ensuring proper fallback mechanisms, modifier ordering, and performance for iOS 26+ devices. Ideal for adopting cutting-edge iOS design patterns.

This skill interactively monitors AI training sessions by periodically checking WandB or fallback logs for anomalies like NaN, divergence, or plateaus. It analyzes loss trends and evaluation metrics to determine whether to continue, wait, or stop the training run, ensuring training quality and resource efficiency.

Accelerates GitHub cloning, release/raw/archive downloads, and other resource access for Mainland China users by rewriting URLs through githubproxy.cc or fallback ghfast.top, with an optional URL converter script for quick adaptation.

A comprehensive guide on using the Mocktail package for advanced mocking in Dart and Flutter. It covers best practices for distinguishing between Mocks, Fakes, and Real objects, along with detailed instructions on stubbing methods, verifying interactions, registering fallback values, and using argument matchers. Essential for writing reliable unit tests.

Command-line helper that pulls in URLs, local files, transcripts, podcasts, and YouTube links to deliver concise summaries or transcripts, with provider models and fetch fallbacks configurable for any workflow.

Comprehensive runbook for managing Adobe API integration outages, covering Firefly, PDF Services, and IMS authentication failures. Provides structured procedures for initial triage, determining severity (P1-P4), executing recovery steps (Auth/Rate Limit), implementing fallback modes, and documenting post-incident reports and communication.

A comprehensive runbook for rapid incident response to Figma REST API failures. It guides users through quick triage (checking status, authentication, rate limits), decision-making based on error codes (403, 429, 500), applying immediate mitigation strategies (token rotation, fallback modes), and completing thorough postmortem documentation.

A comprehensive guide to building fault-tolerant integrations with Claude. It details advanced patterns such as built-in SDK retries, model fallback chains, circuit breakers, graceful degradation, and timeout mechanisms. Use this guide to design resilient systems that maintain availability even when the underlying API encounters failures.

This guide implements production-grade reliability patterns for integrating with external APIs, specifically Adobe services. It demonstrates how to use circuit breakers to prevent cascading failures, implement graceful degradation with cached fallbacks, and utilize dead letter queues (DLQ) for reliable asynchronous job handling. It ensures your application maintains high availability even when external services are unstable or rate-limited.

A comprehensive checklist guide for deploying Algolia search services to a production environment. It covers critical steps including index configuration (attributes, ranking), securing API keys (admin vs. search-only), setting up replicas for multiple sort orders, implementing monitoring, and defining graceful degradation/fallback mechanisms. Ideal for go-live and major deployments.

Quickly look up and summarize a single arXiv paper using AlphaXiv LLM-optimized summaries with tiered fallback to full markdown and LaTeX source. Best for instant understanding of one paper, not broad literature search.