Skill UI

Datamol is a high-level, Pythonic abstraction layer built over RDKit, designed for computational chemistry and drug discovery. It simplifies complex molecular operations, offering sensible defaults for tasks like SMILES standardization, descriptor calculation, fingerprint generation (ECFP4), 3D conformer analysis, and molecular clustering. It supports efficient parallel processing and cloud storage I/O, making it ideal for handling large-scale chemical datasets.

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.

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.

Provides validated architectural patterns for integrating Claude API into production systems. Learn to implement synchronous API gateways, scalable asynchronous queue-based processing, and multi-model routing strategies. This guide helps developers design robust, high-volume, and fault-tolerant AI applications.

A comprehensive guide to implementing production-grade reliability patterns for the Canva Connect API. Learn to use Circuit Breakers, graceful degradation, exponential backoff retries, and token refresh strategies to build fault-tolerant integrations that can handle network failures, rate limits, and service outages gracefully.

This guide details advanced patterns for building production-grade fault-tolerant integrations with external APIs, specifically targeting Figma. Learn to implement critical reliability mechanisms such as Circuit Breakers to prevent cascading failures, cached fallbacks for graceful degradation, exponential backoff retries for rate limits, and request timeouts. Use this when your application must remain stable despite external service outages or performance degradation.

A comprehensive guide to implementing production-grade reliability patterns for HubSpot CRM integrations. Learn to build fault-tolerant systems using Circuit Breakers, advanced retry strategies, graceful degradation, and Dead Letter Queues (DLQ). Essential for maintaining high availability when connecting to external APIs.

An elite skill dedicated to generating premium, app-native, and highly readable UI/UX concept images. It visualizes entire application flows—from onboarding and authentication to complex dashboards—for iOS, Android, and cross-platform products. The focus is on creating believable, highly intentional designs with strong consistency, controlled color palettes, and clean hierarchies, avoiding generic, default-style mockups.

A guide to building production-grade, fault-tolerant integrations with Notion. Learn industry best practices for handling API failures, including exponential backoff retries, implementing circuit breakers to prevent cascade failures, utilizing offline caching for graceful degradation, and setting up health checks. Essential for maintaining high system uptime when interacting with the Notion API.

This comprehensive guide details the configuration of Salesforce's multi-layered security model, including Profiles, Permission Sets, Roles, Organization-Wide Defaults (OWD), and Sharing Rules. It is essential for implementing robust Role-Based Access Control (RBAC) and integrating advanced features like SAML SSO, ensuring users only access necessary data.

This comprehensive guide teaches how to build fault-tolerant, production-grade Salesforce integrations. It covers key reliability patterns including circuit breakers for API outages, idempotent upserts using External IDs, advanced retry logic with error classification, and graceful degradation using fallback caching. Use it when designing mission-critical services that must remain resilient against network failures and API limits.

Master the art of building fault-tolerant e-commerce applications for Shopify. This guide covers essential reliability patterns, including implementing circuit breakers for API outages, ensuring webhook idempotency to handle retries, and utilizing queue systems and cached fallbacks for graceful degradation. Essential for building highly resilient integrations that withstand API failures and webhook storms.