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Generate Dockerfile and configuration files to containerize an ASP.NET .NET Framework application for Windows containers. \n \n Detects .NET Framework version from project file and selects appropriate Windows Server base images (Core or Full, versions 2016–2022) \n Modifies web.config to enable environment variable configuration via ConfigurationBuilders for app settings and connection strings \n Creates multi-stage Dockerfile with separate build (SDK) and runtime (ASP.NET) stages, including Log

Framework selection guide for LangChain, LangGraph, and Deep Agents layered architecture. \n \n Layered frameworks where LangChain provides foundation primitives, LangGraph adds orchestration and control flow, and Deep Agents adds planning, memory, file management, and skill delegation \n Decision table guides framework choice based on task complexity: LangChain for single-purpose agents, LangGraph for custom control flow and loops, Deep Agents for multi-step planning and persistent sessions \n

Use this skill to design or modify aiogram-based bots in this repository with v3 patterns and the local docs/examples.

Essential metrics framework for tracking startup performance across seed through Series A stages. \n \n Covers universal metrics (MRR, ARR, CAC, LTV, burn rate, runway) plus specialized frameworks for SaaS, marketplaces, consumer, and B2B models \n Includes formulas, calculation methods, and stage-specific benchmarks for evaluating unit economics and growth efficiency \n Provides stage-gated guidance: pre-seed focuses on product-market fit signals; seed emphasizes retention and baseline unit eco

Leverage the Metasploit Framework for comprehensive penetration testing, from initial exploitation through post-exploitation activities. Metasploit provides a unified platform for vulnerability exploitation, payload generation, auxiliary scanning, and maintaining access to compromised systems during authorized security assessments.

Write effective unit tests that are fast, isolated, readable, and maintainable following industry best practices and AAA (Arrange-Act-Assert) pattern.