Game theory isnāt just econāit powers AI multi-agent systems to communicate & coordinate.
It enables alignment, fair incentives & robust strategies so agents collaborate or compete effectively ā driving better shared outcomes.
#AI#GameTheory#MultiAgent
š” With #Parquet .NET you can write nested data using ListField & StructField. Either map directly from C# classes with properties or build a schema by hand. Great for complex data models š Docs š github.com/elastacloud/paā¦
Your data can carry its own notes š
Parquet supports custom key-value metadata per columnāand in .NET (Parquet.Net) you can set tags like pii=false or source=ingest-v1.
That makes files self-describing, safer & pipeline-friendly.
#dotnet#csharp#parquet
š Handling millions of rows in .NET? Use Parquet.
ā Columnar storage = store data column by column ā faster reads
ā Row groups = split big files into chunks ā efficient processing
ā Smaller files, huge speedup vs CSV/JSON
Ideal for analytics & big data pipelines.
ā” Microservices thrive on speed. REST is great, but for low-latency inter-service calls, gRPC in C# is š„
ā Smaller & faster (Protobuf vs JSON)
ā Strong typing from .proto ā C# classes
ā Built-in streaming
ā No manual serialization
š Just C# āļø C# š
š Git Tip: cherry-pick
š” Move a single commit from one branch to another ā without merging all changes.
Scenario: Team works in dev, QA tests there, only releases go to main.
ā ļø Critical prod bug? Fix is in dev.
š Cherry-pick into main via hotfix PR or move it directly.
š In C#, switch avoids implicit fall-through for clarity & safety.
But sometimes you need itālike when logout should lead to home.
Use ā”ļø goto case for controlled fall-through.
š C# Strategy Pattern
š” Define interchangeable algorithms in separate classes & swap them at runtime.
š¦ Avoid messy if/else.
š³ Example: Payment system switching between Credit Card, PayPal, or Crypto on the fly.
š” EF Core: Split Queries
Loads related data with multiple smaller SQL queries instead of one large JOIN.
Use when parent+child fetch may return many duplicate rows.
Less memory, clearer SQL.
#dotnet#efcore#csharp
š” Even in C#, you can have memory leaks
If you forget to call .Dispose() on IDisposable objects:
š Memory leaks
ā³ Pooled memory starvation
š High GC pressure & finalization overhead
Manually dispose when needed ā C# canāt do it for you.
#dotnet#csharp#programming
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