Tutorials ASP.NET Core with Agentic AI Tutorial

AI Monitoring — Complete Guide

AI Monitoring — Complete Guide: free step-by-step lesson with examples, common mistakes, and interview tips — part of ASP.NET Core with Agentic AI Tutorial on Toolliyo Academy.

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ASP.NET Core with Agentic AI Tutorial · Lesson 57 of 100

AI Monitoring

AI basics ✓Agents

Agents · 2 — Build · ~10 min · Module 6: AI Security and Observability

What is this?

AI monitoring tracks SLIs — availability, latency, error rate, token spend — with alerts. AgentNest dashboards watch per-tenant copilot health and embedding queue backlog.

Why should you care?

Hospital SLA requires 99.9% triage API uptime; finance needs alerts when ERP agent error rate exceeds 2%.

See it live — copy this example

Paste into an ASP.NET Core 8+ / AgentNest project, then run with dotnet run (set your API keys in user-secrets).

// AgentNest.Api/Health/AiModelHealthCheck.cs
public sealed class AiModelHealthCheck(IChatClient chat) : IHealthCheck
{
    public async Task<HealthCheckResult> CheckHealthAsync(HealthCheckContext ctx, CancellationToken ct)
    {
        var sw = Stopwatch.StartNew();
        try
        {
            await chat.GetResponseAsync(["ping"], new ChatOptions { MaxOutputTokens = 5 }, ct);
            return HealthCheckResult.Healthy($"ok in {sw.ElapsedMilliseconds}ms");
        }
        catch (Exception ex) { return HealthCheckResult.Unhealthy(ex.Message); }
    }
}

What happened?

  • AiModelHealthCheck pings the model with a tiny prompt.
  • Kubernetes liveness uses it; Azure Monitor alerts on Unhealthy status.

Practice next

  1. Register AddHealthChecks().AddCheck("ai_model").
  2. Map /health/ready for orchestrators.
  3. Create alert when unhealthy > 3 minutes.
  4. Add dependency health for vector store and Redis.
  5. Track copilot satisfaction thumbs up/down metric.

Remember

Monitor model reachability with lightweight health checks. Alert on latency, errors, and token spend per tenant. Separate liveness from deep RAG pipeline checks.

Hospital SLA pager

Azure OpenAI regional blip breaks triage endpoint.

Outcome: AiModelHealthCheck fails; failover route activates secondary region deployment.

Interview prep for this lesson

Practice these questions aloud after reading—each links to a full structured answer.

Junior Detailed
Explain Concepts in the context of ASP.NET Core with Agentic AI.
Short answer: Interviewers want a crisp definition, a practical example from your projects, and awareness of trade-offs—not textbook dumps. Explain a bit more How to structure your answer (60–90 seconds) Define Concepts…
Mid Detailed
What are common mistakes teams make with LLMs when using ASP.NET Core with Agentic AI?
Short answer: Interviewers want a crisp definition, a practical example from your projects, and awareness of trade-offs—not textbook dumps. Explain a bit more How to structure your answer (60–90 seconds) Define LLMs in p…
Senior Detailed
How would you debug a production issue related to RAG in a ASP.NET Core with Agentic AI application?
Short answer: Interviewers want a crisp definition, a practical example from your projects, and awareness of trade-offs—not textbook dumps. Explain a bit more How to structure your answer (60–90 seconds) Define RAG in pl…
Junior Detailed
Describe a real-world scenario where Production mattered in a ASP.NET Core with Agentic AI project.
Short answer: Interviewers want a crisp definition, a practical example from your projects, and awareness of trade-offs—not textbook dumps. Explain a bit more How to structure your answer (60–90 seconds) Define Productio…
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ASP.NET Core with Agentic AI Tutorial
Course syllabus

ASP.NET Core with Agentic AI Tutorial

Module 1: AI and Agentic AI Foundations
Module 2: ASP.NET Core AI Fundamentals
Module 3: Semantic Kernel
Module 4: AI Agents and Multi-Agent Systems
Module 5: RAG and Vector Databases
Module 6: AI Security and Observability
Module 7: Cloud-Native AI and DevOps
Module 8: AI SaaS and Enterprise Systems
Module 9: AI System Design and Architecture
Module 10: Enterprise AI Projects
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