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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 1: Set Up Your AI “Scrum Master Copilot"

Author: Rod Claar  /  Categories: AI for Scrum Masters Learning Path  /  Rate this article:
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DO THIS EXERCISE

Create a “Scrum Event Brief” Prompt

Objective

Design a prompt that:

  • Accepts structured inputs

  • Produces a facilitation plan

  • Is usable across Sprint Planning, Review, Retro, or Refinement

  • Produces consistent output every time


Step 1: Define the Required Inputs

Your prompt should require:

  1. Event Type (Planning, Review, Retro, etc.)

  2. Sprint Context (Goal, capacity, risks, team state)

  3. Agenda Constraints (timebox, participants, remote/in-person)

  4. Desired Outcomes (decisions, artifacts, alignment level)

This prevents vague outputs.


Step 2: Define the Required Output Structure

Force structure.

Your output should include:

  • Event Objective

  • Timeboxed Agenda

  • Facilitation Tactics

  • Questions to Ask

  • Risk Signals to Watch

  • Decision Points

  • Artifacts to Capture

  • Follow-Up Actions

Structure is what makes it trustworthy.


Step 3: Your Reusable “Scrum Event Brief” Prompt Template

Copy and adapt this:


PROMPT TEMPLATE

You are an experienced Scrum Master facilitating a Scrum event.

INPUT
Event Type: {event type}
Sprint Context: {goal, capacity, constraints, risks, team maturity}
Agenda Constraints: {timebox, participants, format}
Desired Outcomes: {decisions, alignment, artifacts}

TASK
Create a structured facilitation plan.

OUTPUT FORMAT

  1. Event Objective (1–2 sentences)

  2. Recommended Agenda with time allocations

  3. Facilitation approach (techniques and flow)

  4. Key questions to ask

  5. Risks or dysfunction signals to monitor

  6. Decision checkpoints

  7. Artifacts to capture

  8. Follow-up actions

Ensure the plan is practical, concise, and suitable for a working Scrum team.


Step 4: Test It Immediately

Use this sample input:

Event Type: Sprint Planning
Sprint Context: New team, unclear backlog refinement, 2-week sprint
Agenda Constraints: 2 hours, remote
Desired Outcomes: Sprint Goal + committed backlog

Run the prompt.

Refine it until:

  • Output is predictable

  • Output is structured

  • Output requires minimal editing


Why This Matters

You are not automating thinking.

You are standardizing:

  • Preparation discipline

  • Facilitation clarity

  • Decision hygiene

That is leverage.

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