Predict, Benchmark, & Prevent
Systemic AI Cascade Loss

#include <synapticide/sacl.hpp>

// Native C++ Threshold Watchdog for High-Throughput Engines
auto EnforceSystemicBounds(const PipelineState& state) -> MitigationResult {
    double currentLoss = Synapticide::CalculateEntropyLoss(state);
    
    if (currentLoss >= Synapticide::CRITICAL_THRESHOLD_LIMIT) {
        // Intercept non-linear cascade before state collapse
        Synapticide::QuarantineSpan(state.ActiveSpanId());
        return MitigationResult::Halted;
    }
    return MitigationResult::Nominal;
}

using Synapticide.Core;

// C# / .NET Enterprise Edge Boundary Interceptor
public class CascadeInterceptor : ISystemInterceptor 
{
    public async Task<PipelineContext> ProcessAsync(PipelineContext ctx) 
    {
        var metrics = await SACLAnalyzer.EvaluateAsync(ctx.StateVector);
        
        if (metrics.IsThresholdExceeded) {
            ctx.EnforceBoundary(IsolationMode.ZeroTrust);
            Telemetry.EmitWarning("SACL Threshold Exceeded. State Isolated.");
        }
        return ctx;
    }
}