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From Ticket to Production: A Practical AI Workflow for Developers

Marko M.10 min readJul 8, 2026Technology
Marko M.10 min read
Contents:
The mindset
Step 1 - Start with understanding, not coding
Step 2 - Challenge the requirements
Step 3 - Give AI context
Step 4 - Plan before you build
Step 5 - Implement in small, reviewable steps
Step 6 - Let AI think like a tester
Step 7 - Generate a manual QA checklist
Step 8 - Review before opening the pull request
Step 9 - Don't skip documentation
Step 10 - Tailor release notes
Common mistakes when using AI
What AI still shouldn't do
Final thoughts
Spread the word:
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