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Learning Path

AI on a Development Team

Who it’s for: Developers, testers, and tech leads who want practical, sprint-ready ways to use AI to build faster without sacrificing quality.

Outcomes

  • Use AI to turn vague work into clear, testable stories and acceptance criteria the team can build from.
  • Accelerate coding with guardrails: prompts that reinforce TDD, code review quality, and consistent patterns.
  • Improve delivery reliability by using AI for risk surfacing, edge cases, and “definition of done” readiness checks.

Path Steps

Work through these steps in order. Each one links to a specific EasyDNNnews article/video post.

8 steps
1
Step 1: How AI fits into a dev team (without chaos)

You’ll learn where AI helps most (planning, building, testing, reviewing) and how to keep the team in control.

Do this List 3 recurring “time sinks” in your sprint and pick one to target with AI assistance first.
5
Step 5: Code generation with guardrails

You’ll learn how to constrain AI output to your architecture, conventions, and security requirements.

Do this Create a “project rules” snippet (stack, patterns, naming, linting) and reuse it in every coding prompt.
7
Step 7: Test data, mocking, and troubleshooting with AI

You’ll learn how to generate realistic test data and isolate failures faster with structured debugging prompts.

Do this Paste a failing test + stack trace and ask AI for the top 3 hypotheses with “how to prove/kill each.”

Steps - Free

Steps - Members

 
 
✓ Featured Content

AI Coding Videos

A curated playlist of specific YouTube content.

Search Results

24 Feb 2026

Step 3: Link to Articles

Author: Rod Claar  /  Categories: Scrum Master Learning Path  /  Rate this article:
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How to Use the Articles Effectively

Do not read passively.

For each article:

  1. Identify one principle that challenges your current practice.

  2. Compare it to your team’s working agreements.

  3. Write one adjustment you could test next Sprint.

  4. Discuss it with your team.

Learning compounds when applied.


Where to Find Them

Search in the sidebar and review the articles listed below.

Work through them in sequence if possible.
They are organized to move from fundamentals to advanced facilitation.


Action Step

Select one article today.

Read it fully.
Extract one actionable insight.
Apply it in your next Sprint event.

Depth beats volume.

Consistent study paired with deliberate experimentation is what separates certification from real mastery.

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20 May 2026

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