Skill UI

Provides deep, advanced debugging techniques for complex data enrichment failures within the Clay platform. This guide helps isolate root causes related to provider degradation, data flow errors, and API column issues when standard troubleshooting methods fail. It covers layer testing (Webhook, API), error pattern analysis, and local API replication, enabling users to diagnose deep system issues.

Automates database replication tasks with the database-replication-manager plugin, covering setup, failover, lag monitoring, and read scaling for PostgreSQL/MySQL clusters.

This comprehensive guide details how to set up robust, isolated, and secure development, staging, and production environments within Snowflake. It utilizes best practices like zero-copy cloning for efficient data replication, implements granular Role-Based Access Control (RBAC), and defines environment-specific compute resources (warehouses) and data masking policies. This ensures data integrity, compliance, and cost optimization across all stages of the data lifecycle.

This guide outlines the rigorous standards required by Comparative Political Studies (CPS) for manuscripts, especially quantitative papers. It details how to prepare a complete reproducibility package, including data, code, log files, and a data availability statement, ensuring that analysis is rigorous and verifiable for final acceptance.

This comprehensive guide outlines the strict requirements for preparing replication and data packages for submission to The Econometrics Journal (EctJ). It covers everything from README structure and detailed code inclusion to ensuring Monte Carlo determinism and managing restricted data, ensuring the method's credibility for reviewers.

Provides comprehensive guidelines for packaging supplementary materials, including code, data, model weights, and benchmarks, for major machine learning conferences like ICML. It details the requirements for both the double-blind review stage (focusing on anonymization and minimal replication commands) and the final public release package (ensuring permanent public links and clear licensing).

This comprehensive guide details how to build a robust, credible, and shareable replication package for a Journal of Economic Geography (JEG) manuscript. It focuses heavily on documenting spatial data provenance, handling version control for boundaries and projections, and scripting complex spatial joins to preempt reproducibility concerns, even though JEG's policy is post-acceptance.

Provides comprehensive guidelines for authors submitting to the Journal of Economic Theory (JET). It details mandatory data sharing (Elsevier Option C), ensuring computational reproducibility for numerical examples, and proper declaration of generative AI usage. This playbook helps authors structure their submissions to meet high academic standards of verifiable evidence and transparency.

A rigorous framework designed for academics to vet research questions for high-impact journals. It guides researchers to ensure that the international dimension is the theoretical core, providing 'stress tests' and criteria to prove that cross-national variation generates unique predictions, elevating the work beyond mere cross-country replication.

A comprehensive guide to building networked games in Godot 4.7 using ENet. Covers core concepts like setting up peers, defining Remote Procedure Calls (RPCs) with @rpc, assigning per-node authority, and state replication using MultiplayerSpawner/Synchronizer. Essential for implementing robust multiplayer features.

Design and secure Roblox client-server communication using RemoteEvents and RemoteFunctions. Implement server authority, validate inputs, manage rate limits, and handle replication for multiplayer games. Prevent exploits and desynchronization.

Apply Martin Kleppmann-inspired rules for designing reliable, scalable, and maintainable data systems. Covers consistency, replication, partitioning, transactions, streams, batch processing, and schema evolution. Use when making architecture decisions for data-intensive applications.