Tutorials ASP.NET Core with Agentic AI Tutorial

AI Logging — Complete Guide

AI Logging — 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.

On this page

ASP.NET Core with Agentic AI Tutorial · Lesson 56 of 100

AI Logging

AI basics ✓Agents

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

What is this?

AI logging captures structured events — latency, tokens, model deployment, errors — via ILogger and OpenTelemetry. AgentNest standardizes log fields across CRM and hospital agents.

Why should you care?

Support teams debug failed copilot calls without reproducing customer prompts verbatim in logs.

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.Telemetry/AiLogExtensions.cs
public static partial class AiLogs
{
    [LoggerMessage(EventId = 4001, Level = LogLevel.Information,
        Message = "AI completion tenant={TenantId} agent={Agent} tokens={Tokens} ms={ElapsedMs}")]
    public static partial void Completion(ILogger log, string tenantId, string agent, int tokens, long elapsedMs);
}

What happened?

  • LoggerMessage source generators emit high-performance structured logs with tenant, agent, token count, and duration — no raw prompt text.
  • Follow the steps below — typing the code yourself is the fastest way to learn.

Practice next

  1. Add AiLogs partial class with LoggerMessage attributes.
  2. Call AiLogs.Completion from AgentBase finally block.
  3. Configure Application Insights to index TenantId custom dimension.
  4. Add EventId 4002 for tool invocation logs.
  5. Sample debug logs at 1% in production.

Remember

Use structured LoggerMessage for AI completions. Log metrics and IDs, not full prompts. Index tenant and agent dimensions in App Insights.

Copilot outage triage

CRM copilot slow for one tenant after Azure incident.

Outcome: Structured logs filter TenantId and show p95 latency spike on gpt-4o 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…
Questions on this lesson 0

Sign in to ask a question or upvote helpful answers.

No questions yet — be the first to ask!

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
Toolliyo Assistant
Ask about tutorials, ebooks, training, pricing, mentor services, and support. I use public site content only—not admin or internal tools.

care@toolliyo.com

Need callback? Share your details