Blog
Practical notes from building web applications, internal tools and integrations.
AI integration practice
From a clear specification to a reviewable change
Make a website change easy to review: define the task, check the result and keep approval separate. A practical example from this Django CMS.
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External calls are a separate step in a bot workflow
A useful Telegram bot needs clear states when an API or AI service takes time. Lessons connected to my university assistant work.
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