LevelUp.Strategos.Infrastructure 2.2.1

.NET 10.0 This package targets .NET 10.0. The package is compatible with this framework or higher. 
dotnet add package LevelUp.Strategos.Infrastructure --version 2.2.1
                    


                    

                
NuGet\Install-Package LevelUp.Strategos.Infrastructure -Version 2.2.1
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package. 
<PackageReference Include="LevelUp.Strategos.Infrastructure" Version="2.2.1" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
<PackageVersion Include="LevelUp.Strategos.Infrastructure" Version="2.2.1" />
                    


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="LevelUp.Strategos.Infrastructure" />
                    


                            Project file
For projects that support Central Package Management (CPM), copy this XML node into the solution Directory.Packages.props file to version the package. 
paket add LevelUp.Strategos.Infrastructure --version 2.2.1
                    


                    

                
#r "nuget: LevelUp.Strategos.Infrastructure, 2.2.1"
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package. 
#:package LevelUp.Strategos.Infrastructure@2.2.1
#:package directive can be used in C# file-based apps starting in .NET 10 preview 4. Copy this into a .cs file before any lines of code to reference the package. 
#addin nuget:?package=LevelUp.Strategos.Infrastructure&version=2.2.1
                    


                            Install as a Cake Addin
                        

                    

                
#tool nuget:?package=LevelUp.Strategos.Infrastructure&version=2.2.1
                    


                            Install as a Cake Tool

Strategos.Infrastructure

Infrastructure implementations for Strategos including Thompson Sampling agent selection, loop detection, and budget enforcement.

Installation

dotnet add package LevelUp.Strategos.Infrastructure

Features

Thompson Sampling Agent Selection

Contextual bandit algorithm for intelligent agent selection based on historical performance.

services.AddStrategosInfrastructure(options =>
{
    options.ThompsonSampling.ExplorationWeight = 0.3;
    options.ThompsonSampling.MinSamples = 10;
});

// In your step
var agent = await agentSelector.SelectAgentAsync(
    availableAgents,
    taskContext,
    cancellationToken);

Loop Detection

Detects stuck workflows using multiple strategies:

  • Exact Repetition: Identical action sequences in sliding window
  • Semantic Similarity: Similar outputs (cosine similarity > 0.85)
  • Oscillation: A-B-A-B patterns
  • No Progress: Activity without observable state change
var loopResult = await loopDetector.DetectLoopAsync(
    workflowHistory,
    cancellationToken);

if (loopResult.IsLooping)
{
    // Apply recovery strategy
    var recovery = loopResult.SuggestedRecovery;
}

Budget Guard

Enforces resource limits with scarcity-aware scoring:

var budget = new WorkflowBudget
{
    MaxSteps = 50,
    MaxTokens = 100_000,
    MaxWallTime = TimeSpan.FromMinutes(30)
};

var canProceed = await budgetGuard.CheckBudgetAsync(
    currentUsage,
    budget,
    cancellationToken);

Scarcity Levels:

  • Abundant (>70%): Normal operation
  • Normal (30-70%): Slight penalty on expensive actions
  • Scarce (10-30%): Prioritize efficient actions
  • Critical (<=10%): Essential operations only

Configuration

services.AddStrategosInfrastructure(options =>
{
    // Thompson Sampling
    options.ThompsonSampling.ExplorationWeight = 0.3;
    options.ThompsonSampling.SuccessWeight = 2.0;

    // Loop Detection
    options.LoopDetection.WindowSize = 10;
    options.LoopDetection.SemanticThreshold = 0.85;

    // Budget
    options.Budget.DefaultScarcityLevel = ScarcityLevel.Normal;
});

Documentation

License

MIT

Product Compatible and additional computed target framework versions.
.NET net10.0 is compatible.  net10.0-android was computed.  net10.0-browser was computed.  net10.0-ios was computed.  net10.0-maccatalyst was computed.  net10.0-macos was computed.  net10.0-tvos was computed.  net10.0-windows was computed. 
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.

NuGet packages

This package is not used by any NuGet packages.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last Updated
2.2.1 82 3/15/2026
2.2.0 118 3/3/2026