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.
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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
- Add AiLogs partial class with LoggerMessage attributes.
- Call AiLogs.Completion from AgentBase finally block.
- Configure Application Insights to index TenantId custom dimension.
- Add EventId 4002 for tool invocation logs.
- 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.
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