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Reduce voluntary and involuntary churn with cancel flows, save offers, dunning, win-back tactics, and retention strategy. Use when users are cancelling, failed payments are rising, or subscription retention needs improvement.

Identify and exploit file path traversal (directory traversal) vulnerabilities that allow attackers to read arbitrary files on the server, potentially including sensitive configuration files, credentials, and source code.

CRITICAL: Use for Makepad animation system. Triggers on: makepad animation, makepad animator, makepad hover, makepad state, makepad transition, "from: { all: Forward", makepad pressed, makepad 动画, makepad 状态, makepad 过渡, makepad 悬停效果

Comprehensive guide to creating, structuring, and distributing Python packages using modern packaging tools, pyproject.toml, and publishing to PyPI.

Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business intelligence.

SDK do Azure Storage File Share para Python. Use para compartilhamentos de arquivos SMB, diretórios e operações de arquivo na nuvem.

Modern React patterns and principles. Hooks, composition, performance, TypeScript best practices.

Firebase gives you a complete backend in minutes - auth, database,

Azure Resource Manager SDK for API Management in .NET.

Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident response workflows.

Write rigorous, conversion-focused marketing copy for landing pages and emails. Enforces brief confirmation and strict no-fabrication rules.

Azure AI Content Safety SDK for Python. Use for detecting harmful content in text and images with multi-severity classification.