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• React 20 Hooks: New Patterns and Performance ImprovementsJul 21, 2026. Master React 20 Hooks: Explore new patterns, performance boosts, and best practices for efficient, maintainable React apps.
• Power Apps component frameworkJul 20, 2026. Power Apps PCF controls: custom, reusable UI components for richer, interactive experiences in model-driven & canvas apps. Enhance Dataverse integration.
• Understanding __new__ vs __init__ in Python: Allocation, Initialization, and Object PoolingJul 18, 2026. Demystify Python's __new__ vs __init__: understand object creation, subclassing immutables, and implementing powerful patterns like Object Pooling.
• Creating Dynamic Star KPIs in Power BI Using SVG Images and DAXJul 16, 2026. Create dynamic, custom star KPIs in Power BI using DAX and SVG for visually engaging reports. Enhance data interpretation instantly.
• Securing the Enterprise AI: Custom Context Managers for Resource Isolation in Multi-Agent LangGraphJul 14, 2026. In enterprise AI deployments, we often focus on the intelligence of the agents, but we neglect their infrastructure footprint. When an LLM agent enters a reasoning loop, hallucinates a bad tool argument, or crashes mid-execution, what happens to the resources it allocated?
• Choosing Between AWS Bedrock, SageMaker, and Custom EC2/Kubernetes for LLM InferenceJul 13, 2026. Choosing LLM inference backends: AWS Bedrock, SageMaker, or K8s. Learn the organizational decision framework and a practical LangGraph implementation.
• Architecting an AI-Driven Kubernetes Auto-Scaling Control PlaneJul 13, 2026. Build an AI-driven Kubernetes auto-scaling control plane using LangGraph RAG for intelligent GPU/CPU workload orchestration and cost optimization.
• Semantic Kernel Plugins Explained: Extending AI Applications with .NETJul 13, 2026. Unlock AI potential with Semantic Kernel Plugins! Extend .NET apps to interact with databases, APIs, and real-world systems for powerful AI agents.
• How to bulk delete custom columns of SharePoint List using Power AutomateJul 09, 2026. Learn to efficiently bulk delete custom columns from SharePoint lists using Power Automate. Streamline your list management with this step-by-step guide.
• The Cybernetic Proletariat: Humanoids, Artificial Superintelligence, and the Ultimate Crisis of Marxist Value TheoryJul 02, 2026. Explores how humanoids & ASI could trigger a Marxist crisis, challenging value theory & potentially overthrowing capitalism.
• How to Create Custom People Picker Control in PowerAppsJul 01, 2026. Learn to build a custom Power Apps People Picker using Office365Users. Search, select users with photos, and support single/multi-select.
• Building Custom LangChain Toolsets and Document Loaders for High-Velocity Financial StreamsJun 17, 2026. Build custom LangChain tools & async loaders for high-velocity financial streams, enabling real-time market analysis and arbitrage agents.
• System Prompts vs User Prompts: How to Build Custom GPTs and Claude ProjectsJun 13, 2026. Master system vs. user prompts to build custom GPTs & Claude Projects for persistent, specialized AI assistants.
• The Backbone of ASP.NET Core: Mastering the Middleware PipelineJun 11, 2026. Master ASP.NET Core's middleware pipeline: understand its flow, order, and how to write custom middleware for cross-cutting concerns.
• Understanding System Topics vs Custom Topics in Microsoft Copilot StudioJun 10, 2026. Master Microsoft Copilot Studio: Understand System vs. Custom Topics for efficient bot development and enhanced user experiences.
• How to Build Custom MCP Servers in C# for Enterprise AI ApplicationsJun 08, 2026. Learn how to build custom MCP servers in C# for enterprise AI applications. Discover MCP architecture, security best practices, tool development, authentication, and real-world integration patterns.
• Handling Imbalanced Datasets in Machine Learning ProjectsJun 03, 2026. Learn how to handle imbalanced datasets in machine learning using SMOTE, oversampling, undersampling, class weighting, and evaluation metrics with examples.
• React Custom Hooks: Build Reusable Business LogicJun 03, 2026. Learn React Custom Hooks with practical examples. Discover how to reuse business logic, reduce code duplication, and build maintainable React applications.
• Linux systemd Tutorial: Create and Manage Custom ServicesJun 03, 2026. Learn Linux systemd with step-by-step examples. Create, manage, monitor, and automatically start custom services on Linux servers.
• Understanding Middleware in .NETMay 25, 2026. Unlock the power of ASP.NET Core! This guide demystifies middleware, explaining request pipelines, custom creation, dependency injection, and best practices. Master the flow!
• Why Big Tech Companies Are Building Custom AI Chips Instead of Using Nvidia GPUsMay 20, 2026. Big Tech is designing custom AI chips, moving away from Nvidia GPUs due to high costs, supply issues, and the need for optimized, scalable AI infrastructure.
• Redux simplified part 3: Custom Hooks and UI ShellApr 29, 2026. Let me explain you how redux works best with TypeScript
• Form the Largest NumberApr 27, 2026. Master the largest number problem! Learn how to use custom comparators and greedy algorithms to arrange integers for maximum value. Perfect for coding interviews!
• What is Middleware in ASP.NET CoreApr 23, 2026. Master ASP.NET Core middleware! Learn how it processes HTTP requests, modify responses, and build scalable web apps. Explore built-in & custom examples.
• What is the difference between struct and class in C# with performance comparison?Apr 22, 2026. Unlock C# performance! Explore struct vs. class differences: memory, speed, and use cases. Optimize your .NET apps with the right choice for efficiency.
• Difference Between Sealed Class and Static Class in C# with Examples?Apr 21, 2026. Learn the key differences between sealed class and static class in C# with simple examples, real-world use cases, and when to use each for better performance and design.
• How to Implement Custom Model Binder in ASP.NET Core with ExampleApr 20, 2026. Master custom model binding in ASP.NET Core! Learn to handle complex data, parse custom formats, and gain full control over data mapping with our step-by-step guide.
• Difference Between Record and Class in C# with Examples?Apr 15, 2026. Unlock the secrets of C#! Discover the key differences between records and classes, including mutability, equality, and use cases. Write cleaner, safer code!
• Difference between Abstract Class and Interface in C#Apr 13, 2026. Unlock C# abstraction! Explore the key differences between abstract classes and interfaces with real-world examples. Learn when to use each for cleaner, scalable code.
• PnP Modern Search Results – Part 2: Custom Layouts with Handlebars (Beginner to Practical)Apr 11, 2026. Customize PnP Modern Search results with Handlebars! Learn to create dynamic layouts, bind data, and use @root for global data access. Beginner-friendly tutorial.
• Awesome Claude Skills on GitHub: What It Is and How to UseApr 09, 2026. Discover Claude Skills with this GitHub guide! Learn about official & community skills, setup, use cases, and safety notes. Master Claude.ai, Code, & API skills.
• Why Custom URLs in Azure Databricks Are a Game-Changer for Enterprise TeamsApr 09, 2026. Simplify Azure Databricks access with custom URLs! Learn how this enterprise feature creates a unified, branded entry point, improving user experience and governance. Say goodbye to juggling multiple workspace URLs!
• What is the Difference Between Record Struct and Class in C#?Apr 08, 2026. Unlock the secrets of C#! Learn the key differences between record struct and class for optimal performance and maintainability. Master data type selection!
• SharePoint Lookup Column Threshold in PowerApps Custom FormsApr 06, 2026. Overcome the SharePoint lookup column threshold in PowerApps! Learn why it happens and how to fix it by simplifying forms and data structures for optimal performance.
• Difference Between Abstract Class and Interface in C# With ExamplesApr 03, 2026. Explore the nuances of Abstract Classes vs. Interfaces in C#. Learn their key differences, use cases, and real-world examples for better C# development.
• How to Create a Custom Hook in React With a Real World ExampleApr 03, 2026. Master React Custom Hooks! Learn to create reusable logic, simplify components, and build scalable apps. Step-by-step guide with real-world examples. Boost your React skills!
• How to Create Custom Middleware in ASP.NET Core with Example?Apr 01, 2026. Master ASP.NET Core middleware! Learn to create custom middleware for logging, exception handling, and more. Enhance your web API with clean, reusable code.
• Difference Between Abstract Class and Interface in C#Mar 26, 2026. Unlock the power of C#! Learn the difference between abstract classes and interfaces with clear explanations, examples, and use cases. Write cleaner, scalable code!
• What Are Middleware Components in ASP.NET Core and How Do They Work?Mar 25, 2026. Master ASP.NET Core middleware! Learn how it processes requests/responses, its pipeline, order importance, and how to create custom components for robust web apps.
• How to Fine-Tune an AI Model for Custom Data Step by StepMar 25, 2026. Learn how to fine-tune AI models like GPT and BERT with your own data. Improve accuracy and customize for chatbots, sentiment analysis, and more! Step-by-step guide.
• How to Add Theme Switcher in Web Apps (Light, Dark & Custom Colors)Mar 24, 2026. Explore column themes for web design! Customize backgrounds with white, black, pink, blue, or yellow. Enhance user experience and accessibility. Learn how!
• How to Use LangChain with OpenAI for Custom AI Applications?Mar 23, 2026. Learn how to use LangChain with OpenAI to build custom AI applications. Integrate memory, data, and logic for smarter, scalable AI solutions. Step-by-step guide.
• How to Use LlamaIndex for Building AI Chatbots with Custom Data?Mar 19, 2026. Build AI chatbots with your data using LlamaIndex! This guide simplifies connecting your documents to LLMs for accurate, custom responses. No training needed!
• From MediatR to Custom Dispatcher: Building Your Own CQRS Pipeline in .NET 10Mar 19, 2026. For years, MediatR has been the de facto standard for implementing CQRS (Command Query Responsibility Segregation) in .NET applications. It provided a clean mediator abstraction, pipeline behaviors, and a well-understood developer experience. However, the landscape is evolving. With recent shifts toward commercial licensing and long-term vendor considerations, many teams—especially in enterprise environments—are reassessing their dependencies.
• Deep Dive into Object-Oriented Programming (OOP) in C#Mar 11, 2026. Explore Object-Oriented Programming (OOP) in C# with this deep dive! Learn core concepts, internal anatomy, and the four pillars to build robust applications. Master OOP!
• Middleware: Custom MiddlewareMar 08, 2026. Explore ASP.NET Core middleware: components handling HTTP requests/responses. Learn to build custom middleware using delegates, convention, and factories for robust apps.
• Implementing a Custom Transport Layer in MCPFeb 24, 2026. Extend MCP with custom transports! Learn to implement HTTP (JSON-RPC) and WebSocket layers in Python for flexibility, scalability, and real-time capabilities.
• How to Create Custom Controls in WPF?Feb 19, 2026. Learn to create custom WPF controls: User Controls for quick reuse & Custom Controls for advanced styling and enterprise-grade UI libraries. Boost .NET apps!
• How to Create Custom Controls in WPF?Feb 17, 2026. Master WPF custom controls! Learn to build reusable UI components for enterprise apps. Enhance branding, scalability, and maintainability in .NET desktop solutions.
• How to Handle Exception Handling in C# Effectively?Feb 16, 2026. Master C# exception handling for robust .NET apps. Learn best practices, avoid common pitfalls, and ensure stability with structured logging and global handling.
• How to Implement Custom Response Caching in ASP.NET CoreFeb 12, 2026. Boost ASP.NET Core performance with response caching! Learn how to implement it using NCache for scalable, multi-server environments. Reduce latency and server load.
• Implement Stripe Checkout on a Custom WebsiteFeb 12, 2026. Learn how to implement Stripe Checkout on any website using a secure server endpoint, hosted checkout redirect, and webhook based order fulfillment. Includes code examples, testing with Stripe CLI, costs, and production deployment tips.
• How to use Microsoft Graph API in PowerAppsFeb 09, 2026. Unlock Microsoft Graph API in PowerApps! Extend your app's capabilities beyond standard connectors. Access advanced data from Microsoft 365 services securely.
• Mastering .NET 8 Resilience Pipelines: Internals, Custom Strategies, and Production-Grade PatternsJan 29, 2026. Unlock .NET 8's Resilience Pipelines for robust ASP.NET Core apps. Master strategy ordering, custom policies, tenant isolation, testing, and observability for production.
• How n8n Works Internally - Architecture & Execution Engine ExplainedJan 22, 2026. Delve into n8n's core: architecture, execution engine, data handling, and scaling. Build robust, production-ready workflows by understanding its internals.
• Building a Custom Multi‑Step Form in Power Pages with Modern UI & Enhanced User ExperienceJan 16, 2026. Build engaging multi-step forms in Power Pages! This guide details a custom form with modern UI, responsive design, and enhanced UX using CSS & JS.
• How to route events to custom endpoint with Azure Event Grid using .NET Client Library?Jan 15, 2026. Learn how to route events to custom endpoints with Azure Event Grid using the .NET client library. Create resources, configure topics, and send events!
• Observability Becomes a First-Class Feature in ASP.NET CoreJan 03, 2026. Unlock ASP.NET Core's built-in observability! Monitor app health with metrics, logs, and tracing. Learn setup, coding examples, dashboards, and production tips.
• Middleware in ASP.NET Core: Custom ImplementationsJan 01, 2026. Learn how to create custom middleware in ASP.NET Core to handle cross-cutting concerns like logging, authentication, and error handling. Centralize your logic and keep your code clean!
• Fixing SSL Certificate Binding Permission Issues for Azure App Service Custom DomainsDec 30, 2025. Fix Azure App Service SSL binding issues with custom domains! Grant the 'Key Vault Certificate User' role to the App Service resource provider. Avoid frustrating errors!
• Understanding Interfaces in C#: Why Default Interface Implementations Exist Alongside Abstract ClassesDec 27, 2025. Explore C# interfaces, their importance, and the evolution to default implementations in C# 8. Learn how this feature solves backward compatibility issues and enables safer software evolution in enterprise systems.
• C# 14: From Helper Classes to First-Class APIsDec 24, 2025. C# 14 extension members introduce extension properties, operators, and static members. Learn how they transform helper classes into first-class APIs and enable modern, expressive, and binary-safe .NET domain modeling.
• Partial Constructors in C# 14 (.NET 10) - A Game-Changing FeatureDec 22, 2025. C# 14 introduces Partial Constructors, a game-changer for .NET 10! Split constructor logic across files, enhance source generator support, and improve maintainability. Build modular, scalable applications with ease.
• Configuring EF Core Database Connections in ASP.NET CoreDec 17, 2025. A complete guide to configuring database connections in ASP.NET Core using EF Core. Learn how to use IDesignTimeDbContextFactory, configure DbContext in Program.cs/Startup.cs, and use the OnConfiguring fallback method for design-time and runtime scenarios.
• From Custom ML Pipelines to Foundry: Modernizing Enterprise AIDec 18, 2025. Enterprises burdened by fragmented, brittle ML pipelines—spanning Azure ML, Functions, and custom orchestrators can modernize with Azure AI Foundry's workflow-first approach. This blog walks through real migration strategies, C# code examples, and before/after architectures for support triage and risk scoring, showing 70% faster iteration, unified governance, and seamless LLM/RAG integration while preserving existing .NET investments
• Why AI Can Threaten Capitalism More Than the Working ClassDec 15, 2025. The popular fear is that AI “wipes out jobs,” and therefore threatens workers first. That is an incomplete diagnosis. The deeper systemic risk is that sufficiently capable AI can weaken the economic mechanisms that make capitalism politically stable and economically self-reinforcing: wages as the primary channel of mass purchasing power, competitive markets that disperse profits over time, and broad social consent that the system is fair enough to endure.
• Record, Record Struct, and Structural Equality in C#Dec 14, 2025. Learn how structural equality works in modern C# using records and record structs, and why it is essential for building correct value objects in Domain-Driven Design. This guide explains when to use records, record structs, and classes for clean, scalable domain models.
• Abstract Class and Abstraction in C#: A Technical Deep DiveDec 12, 2025. Learn abstraction in C# with practical examples. This article explains abstract classes, their structure, usage, and real-world code implementations in detail.
• How to Create a View in a SharePoint ListDec 10, 2025. Creating a view in SharePoint lets you customize how information appears in a list or document library and sort, filter, group, or display items in a format.
• Handle Large Form Workflows in React with Custom HooksDec 11, 2025. Learn the best strategies for handling large and complex form workflows in React using custom hooks. This guide covers reusable logic, validation, multi-step forms, performance optimization, and practical examples.
• Algorithmic Inequality: How AI Creates New Social ClassesDec 09, 2025. Artificial Intelligence (AI) is revolutionizing industries across the world, driving innovation in sectors such as healthcare, finance, education, and entertainment. AI’s potential is undeniable; however, as it becomes more integrated into our daily lives, it is also creating new forms of inequality—algorithmic inequality—that may divide societies into new, AI-driven social classes.
• Handle Exceptions Globally in a Spring Boot Application?Dec 09, 2025. Learn how to handle exceptions globally in a Spring Boot application using @ControllerAdvice, custom exception classes, and error response structures. This guide explains each concept in simple words with code examples.
• Fix ClassNotFoundException and NoClassDefFoundError in JavaDec 09, 2025. Learn how to fix “ClassNotFoundException” and “NoClassDefFoundError” in Java with simple explanations and practical solutions. Understand why these errors occur and how to resolve them step by step.
• Exception Handling in ASP.NET CoreDec 05, 2025. This article provides a complete, easy-to-understand, and professional guide to Exception Handling in ASP.NET Core. It explains what exceptions are, why proper error handling is important, and how to implement try–catch, global exception middleware, built-in error handling, custom exception filters, structured ProblemDetails responses, validation errors, and logging using best practices. Ideal for beginners and experienced .NET developers, this article teaches how to build stable, secure, and production-ready applications with proper exception handling techniques.
• Understanding Classes and Types of Classes in C# – A Complete GuideDec 05, 2025. This article provides a complete and easy-to-understand guide to classes and all types of classes in C#. It covers the fundamentals of what a class is, how objects work, and explains each class type—including concrete, abstract, sealed, static, partial, nested, anonymous, POCO, generic, and record classes—with clear examples and real-world applications.
• How to Build a Reusable Form Component in React with Custom Hooks?Dec 05, 2025. Learn to build reusable React form components with custom hooks! Simplify form creation, centralize validation, and improve code maintainability. Step-by-step guide included.
• How to Handle Debounced Search Input Properly in React?Dec 05, 2025. Master debounced search in React! Learn to optimize API calls, improve performance, and create reusable components with custom hooks and best practices. Enhance user experience!
• Understanding SqlHelper Class in .NET — ExecuteNonQuery, ExecuteDataset, ExecuteScalarDec 04, 2025. Master .NET database interactions with SqlHelper! Learn ExecuteDataset, ExecuteNonQuery, and ExecuteScalar with practical examples for efficient data access.
• How to Handle API Calls and Loading States in ReactDec 04, 2025. Master API calls in React! Learn to handle loading states, errors, and prevent multiple requests. Create clean, reusable code with custom hooks for smoother UIs.
• First-Class Span<T> and ReadOnlySpan<T> Support in C# 14Dec 02, 2025. Learn how C# 14 introduces first-class language support for Span&lt;T&gt; and ReadOnlySpan&lt;T&gt;, including new implicit conversions, usage patterns, performance benefits, and limitations.
• How to Implement Interactive Authentication with MSAL .NET in Azure?Dec 02, 2025. Implement interactive authentication in .NET using MSAL.NET. Learn to acquire tokens from Microsoft Entra ID, manage user consent, and cache tokens for secure access to Microsoft Graph.
• Understanding Inheritance in C# with Practical ExamplesNov 28, 2025. Master C# inheritance! Learn about base/derived classes, single/multi-level/hierarchical inheritance, method overriding, &#39;base&#39; keyword, and preventing inheritance.
• Interface vs Abstract Class in C#: Real-World and Programming Examples Explained in Simple LanguageNov 27, 2025. Unlock the power of C#! Explore interfaces vs. abstract classes with real-world and programming examples. Learn when to use each for optimal design and code reuse.
• A Practical Comparison of Interface vs Abstract Class Using a Real ASP.NET Core ProjectNov 27, 2025. Explore interface vs abstract class in ASP.NET Core with a practical e-commerce example. Learn when to use each for cleaner, maintainable, and scalable code. Master real-world application architecture and dependency injection.
• Beginner’s Guide to Angular Pipes (Built-in and Custom) — With Practical ExamplesNov 25, 2025. Master Angular Pipes! This beginner-friendly guide covers built-in pipes (date, currency, etc.) and teaches you to create custom pipes for data transformation. Includes practical examples and performance tips.
• Object-Oriented Programming (OOP) in JavaScript Using ClassesNov 26, 2025. Master OOP in JavaScript using classes! Learn encapsulation, abstraction, inheritance, and polymorphism with practical examples. Build scalable applications!
• Understanding Classes and Objects in C# Using a Real Login SystemNov 25, 2025. Unlock the secrets of OOP with this beginner-friendly guide! Learn about classes, objects, properties, and methods with real-world C# examples. Master the fundamentals!
• C# .NET Object-Oriented Programming – A Complete Guide (Beginner to Advanced)Nov 23, 2025. This article provides a complete and easy-to-understand guide to Object-Oriented Programming (OOP) in C# .NET, covering core concepts such as classes, objects, variables, methods, constructors, access modifiers, encapsulation, inheritance, polymorphism, abstraction, and interfaces. With clear explanations and practical examples, it helps learners build a strong foundation for real-world .NET development and technical interview preparation. Ideal for beginners, students, and professionals looking to improve their understanding of OOP principles in C#.
• Understanding Middleware in ASP.NET Core: Internal Execution Flow, Real-World Use Cases, and Custom Middleware ImplementationNov 24, 2025. Master ASP.NET Core middleware! Learn internal execution, real-world use cases (logging, auth, performance), and custom implementation for scalable apps.
• 6 Types of Filters in ASP.NET Core – Complete Guide (With Examples & Use Cases)Nov 23, 2025. This article provides a complete and detailed explanation of the 6 types of Filters in ASP.NET Core, including Authorization, Resource, Action, Endpoint, Exception, and Result Filters. Each filter type is described in a clear and practical way with syntax examples, real project scenarios, and line-by-line breakdowns to help learners understand how filters work in the MVC and Web API pipeline. This guide is ideal for developers, students, and professionals preparing for .NET interviews or working on enterprise-level ASP.NET Core applications.
• Highly Customizable Reporting Architecture (Metadata → SQL → API → UI)Nov 21, 2025. Build a highly customizable reporting architecture using metadata. Empower users to create reports without code, ensuring security, scalability, and flexibility.
• Middlewares in ASP.NET Core — The Ultimate Detailed GuideNov 20, 2025. This article provides a highly detailed and comprehensive guide to Middlewares in ASP.NET Core, covering the complete request-processing pipeline, middleware architecture, built-in and custom middlewares, real-world use cases, microservices integration, performance tuning, and essential interview concepts. It is designed for beginners, intermediate developers, and professionals preparing for .NET interviews or building enterprise web applications.
• Building a Custom Serialization Framework (Compress, Encrypt, Version Data) | Angular + ASP.NET CoreNov 19, 2025. Build a custom serialization framework in Angular &amp; ASP.NET Core for compression, encryption, and versioning. Secure data, optimize performance, and ensure compatibility.
• Stop Struggling! Convert JSON or XML to C# Classes Instantly in Visual StudioNov 19, 2025. Stop manually creating C# classes from JSON/XML! Visual Studio&#39;s &#39;Paste Special&#39; feature instantly generates them. Save time, avoid errors, and boost productivity!
• Building a Custom Rich Text Editor with Auto-Save and Mentions (@user) in Angular + .NETNov 17, 2025. Build a custom rich text editor in Angular with auto-save, mentions (@user), and .NET integration. Gain full control and avoid third-party dependencies. Includes SQL Server save.
• Implementing a Custom License Key Generator in ASP.NET CoreNov 17, 2025. Build a robust license key generator in ASP.NET Core 8! Secure your SaaS with RSA signing, activation limits, offline validation, and multi-environment support.
• Creating a Custom Validation Pipeline in ASP.NET Core Using FluentValidationNov 17, 2025. Implement a robust ASP.NET Core validation pipeline using FluentValidation. Automate request validation, remove logic from controllers, and ensure consistent error handling.
• Building a Custom Merge Replication for Selected Tables Only (SQL Server + .NET)Nov 17, 2025. Build a custom merge replication system in SQL Server with .NET for selective table syncing, conflict resolution, and incremental updates. Control, version, and monitor your data!
• Implementing Custom File Viewer (PDF, Images, Videos, DOCX) in Angular Without iFrameNov 17, 2025. Build a custom Angular file viewer (PDF, images, videos, DOCX) without iframes! Enhance control, styling, and security using native HTML and specialized libraries.
• Building Custom Middleware for API Request and Response Logging in ASP.NET CoreNov 13, 2025. Master API request/response logging in ASP.NET Core using custom middleware. Enhance debugging, auditing, and performance with practical implementation tips and production-ready enhancements.