AI-Assisted .NET Development with GitHub Copilot and Coding Agents
How .NET teams use GitHub Copilot, coding agents, custom instructions and MCP servers, plus review, security and modernization guidance for 2026.
60 articles about C#: in-depth .NET and AI guides, senior interview questions and AI news on DotNet AI Hub.
How .NET teams use GitHub Copilot, coding agents, custom instructions and MCP servers, plus review, security and modernization guidance for 2026.
Master function calling in C# with Microsoft.Extensions.AI: AIFunctionFactory, FunctionInvokingChatClient, parallel calls, approvals, security and tests.
Learn ML.NET in C#: MLContext, IDataView, pipelines, trainers, AutoML, metrics, PredictionEnginePool, ONNX, and when to pick ML.NET over LLMs.
Get reliable JSON from LLMs in C#: JSON mode vs structured outputs, typed Microsoft.Extensions.AI responses, JSON Schema from types, validation and retries.
Creational, structural and behavioral design patterns in modern C#, built with dependency injection and the patterns already inside the BCL and ASP.NET Core.
Domain-Driven Design in C#: ubiquitous language, bounded contexts, aggregates, value objects as records, domain events and EF Core 10 mapping patterns.
Async/await in C# explained in depth: the compiler state machine, SynchronizationContext, ConfigureAwait, ValueTask, async streams, cancellation and deadlocks.
C# 14 new features explained with examples: extension members, the field keyword, null-conditional assignment, first-class spans and more in .NET 10.
The evolution of C# from 1.0 to 14: a version timeline with .NET and Visual Studio releases, the big themes, LangVersion rules and lessons for modern code.
Understand C# delegates, Func and Action, multicast delegates, events, closures, static lambdas, expression trees and how EF Core turns LINQ lambdas into SQL.
C# generics in depth: constraints up to allows ref struct, covariance and contravariance, how the CLR implements generics, and generic math with INumber.
LINQ in depth for C# developers: deferred execution, IEnumerable vs IQueryable, new operators from .NET 6 to 10, hot-path performance and custom operators.
Master C# nullable reference types: flow analysis, annotations, the ! operator, nullable attributes, generics and migrating large codebases incrementally.
Learn C# records and pattern matching: record class vs record struct, value equality, with-expressions, list patterns, switch expressions and domain modeling.
Build incremental Roslyn source generators and analyzers in .NET: ForAttributeWithMetadataName, caching, code fixes, testing, NuGet packaging and interceptors.
Learn Span, ReadOnlySpan, Memory and ref structs in .NET: zero-copy slicing, stackalloc, ArrayPool, SearchValues, async buffers and C# 14 span conversions.
Learn Entity Framework Core end to end: DbContext, modeling, relationships, migrations, querying, change tracking, complex types, JSON columns and EF Core 10.
A practical tour of .NET 10 LTS: JIT de-abstraction, stack allocation, post-quantum crypto, strict JSON, file-based apps, C# 14 and the .NET 11 outlook.
Learn to benchmark .NET code correctly with BenchmarkDotNet: core attributes, memory diagnostics, parameters, baselines and CI regression checks.
A practical guide to parallel programming in .NET with Parallel.For/ForEach, PLINQ, degree of parallelism, System.Threading.Lock and Channels pipelines.
Practical high-performance .NET techniques: measure first, cut allocations, pick fast collections, vectorize hot loops and tune the GC in .NET 8 to 11.
A deep dive into System.Text.Json covering JsonSerializerOptions, source generation, custom converters, polymorphism, streaming and security options.
Enforce .NET code quality with built-in analyzers, EditorConfig, TreatWarningsAsErrors, dotnet format and third-party static analysis tools.
Master MSBuild, SDK-style projects, Directory.Build.props, Central Package Management, multi-targeting, the .slnx format and binary logs.
A practical guide to unit testing in .NET with xUnit v3, NUnit, MSTest, Microsoft.Testing.Platform, mocking with NSubstitute and Moq, and assertions.
Build .NET MAUI apps for Android, iOS, macOS and Windows with C# and XAML: handlers, MVVM Toolkit, Shell, performance and what's new in .NET 10.
WinUI 3 and the Windows App SDK explained: packaged vs unpackaged apps, windowing, app lifecycle, Fluent controls, Windows AI APIs and deployment.
A practical guide to WPF on .NET 8 to 10: MVVM with CommunityToolkit.Mvvm source generators, generic host DI, the Fluent theme and migration tips.
Architect-level design patterns interview questions covering Strategy, Decorator, Factory, Mediator and real ASP.NET Core and BCL examples.
Senior-level SOLID principles interview questions with real .NET examples, over-application pitfalls, testability, DI and refactoring guidance.
Ten senior-level questions on C# async/await internals: the compiler state machine, awaiters, SynchronizationContext, ConfigureAwait and ExecutionContext.
Senior .NET interview questions on ValueTask, IAsyncEnumerable and async streams: when ValueTask pays off, IValueTaskSource pooling, and cancellation.
Senior .NET interview questions on ConcurrentDictionary, ConcurrentQueue, ImmutableInterlocked, compare-and-swap loops, the ABA problem, and false sharing.
Senior-level thread synchronization interview questions covering lock, Monitor, the .NET 9 Lock type, SemaphoreSlim, ReaderWriterLockSlim and the memory model.
Senior-level TPL interview questions covering CPU-bound vs I/O-bound work, Parallel.ForEachAsync, PLINQ, partitioners and limiting concurrency.
Senior .NET interview questions on probing, deps.json, AssemblyLoadContext isolation and unloading, diamond dependencies, strong naming and roll-forward.
Senior .NET interview questions on CLR internals: IL and metadata, type loading, AssemblyLoadContext, CoreCLR vs Mono vs NativeAOT and method dispatch.
Ten senior .NET interview questions on exception cost, the two-pass model, filters, ExceptionDispatchInfo, IExceptionHandler and Result patterns.
Senior .NET interview questions on tiered compilation, OSR, Dynamic PGO, ReadyToRun, inlining, devirtualization, bounds-check elimination and Native AOT.
Senior .NET interview questions on the object header, boxing costs, struct design, StructLayout, readonly structs, ref returns, in parameters and equality.
Senior C# interview questions on multicast delegates, event memory leaks, weak event patterns, closure capture, static lambdas and events versus channels.
Senior-level C# generics interview questions on constraints, variance, CLR specialization, static abstract members, generic math and reflection over open types.
Senior C# interview questions on the dispose pattern, finalizers, SafeHandle, IAsyncDisposable, DI disposal rules and HttpClient socket exhaustion.
Senior C# interview questions on deferred execution, IQueryable translation, expression trees, compiled queries and EF Core client vs server evaluation.
Senior C# interview questions covering default interface methods, records, required members, primary constructors, collection expressions and extension members.
Senior C# interview questions on nullable reference types, null-state analysis, migration strategy, required members, generics and serialization.
Senior C# interview questions on pattern matching, switch exhaustiveness, discriminated unions, Result and Option types, and functional, immutable C#.
Senior C# interview questions on record equality, with-expressions, record struct vs readonly struct, frozen vs immutable collections and value objects.
Senior .NET interview questions on reflection costs, delegate caching, Reflection.Emit, UnsafeAccessor, custom attributes and Native AOT trade-offs.
Senior .NET interview questions on cutting allocations: ArrayPool, ObjectPool, RecyclableMemoryStream, string.Create, hidden boxing, closures and LINQ costs.
Senior .NET interview questions on BenchmarkDotNet and load testing: microbenchmark design, statistics, CI benchmarks, k6, NBomber and p50/p95/p99 latency.
Senior-level interview questions on Dictionary and HashSet internals, List growth, ConcurrentDictionary, frozen and immutable collections and presizing.
Senior .NET interview questions on Span<T> and Memory<T>: ref struct rules, stackalloc safety, ArrayPool pooling, allocation-free parsing and review pitfalls.
Microsoft shipped .NET 11 Release Candidate 1 on September 8, 2026, with a go-live license, C# 15 union types and experimental Blazor components for agent UIs.
The MCP 2026-07-28 specification, released July 28, 2026, drops protocol sessions for a stateless core and adds Multi Round-Trip Requests and extensions.
GitHub made the Copilot SDK generally available on June 2, 2026, letting .NET, TypeScript, Python and Go apps embed Copilot's agent runtime via a stable API.
The official Model Context Protocol C# SDK shipped 1.0.0 on February 25, 2026, giving .NET teams stable APIs, a SemVer promise and MCP 2025-11-25 support.
Microsoft released .NET 10 and C# 14 on November 11, 2025, as a three-year LTS with a faster runtime, post-quantum crypto and SDK tools for MCP servers.
Microsoft shipped the first preview of Microsoft Agent Framework on October 1, 2025, an open-source .NET and Python successor to Semantic Kernel and AutoGen.
Microsoft and Anthropic released an official C# SDK for the Model Context Protocol in April 2025, giving .NET teams a supported way to build MCP servers.