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Denis Glushko
Denis Glushko

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I Let GitHub Copilot Build an Entire Sprint. Here's What Happened.

Last year AI mostly generated code.

Now it can generate:

User Stories
Acceptance Criteria
Test Cases
API Documentation
SQL Scripts
Release Notes

So I decided to test something.

Could AI help build an entire Sprint?

Experiment

Input:

Plain Text
1
Business Requirement
Show more lines

AI Generated:

Epic
Features
User Stories
Acceptance Criteria
Test Scenarios
Technical Tasks
Findings

AI was amazing at:

✅ Documentation

✅ Boilerplate work

✅ Missing scenarios

✅ Edge case suggestions

AI struggled with:

❌ Business context

❌ Organizational politics

❌ Prioritization decisions

❌ Stakeholder alignment

Lessons Learned

AI is not eliminating Scrum Masters.

AI is eliminating administrative work.

The Product Owner role becomes more strategic.

The developer role becomes more architectural.

Final Thought

The best engineer in 2026 might not be the fastest coder.

It might be the person who asks the best questions.

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