Tutorials ASP.NET Core with Agentic AI Tutorial

AI CI/CD — Complete Guide

AI CI/CD — 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.

8 min read Updated 8/3/2026

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ASP.NET Core with Agentic AI Tutorial · Lesson 65 of 100

AI CI/CD

AI basics ✓ → Agents

Agents · 2 — Build · ~10 min · Module 7: Cloud-Native AI and DevOps

What is this?

AI CI/CD pipelines build AgentNest, run agent eval tests, validate prompt templates, and deploy with feature flags. Model deployments change via config, not always code.

Why should you care?

Prompt regressions break hospital triage silently — eval gates must block bad releases like failing unit tests.

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).

# .github/workflows/agentnest-ci.yml
jobs:
  eval:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - run: dotnet test tests/AgentNest.Eval.Tests --filter Category=GoldenIntent
      - run: dotnet run --project tools/PromptDiff --compare origin/main

What happened?

CI runs golden intent eval tests and prompt template diff against main before merge — catches CRM playbook regressions early.
Follow the steps below — typing the code yourself is the fastest way to learn.

Practice next

Add AgentNest.Eval.Tests with Category=GoldenIntent cases.
Store prompt templates as files tracked in git.
Deploy API via GitHub Actions to staging slot.
Add latency budget assert in eval tests p95 under 3s.
Publish eval report artifact per PR.

Remember

CI runs golden intent evals and prompt diffs. Separate code deploy from model deployment config. Canary new agent versions before full tenant rollout.