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Questions about a post, a correction to something I got wrong, or an idea worth building together — this reaches me directly.

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For a correction, a link to the exact paragraph helps.

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What gets a fast answer

• A question about a specific post. Include the link and the paragraph; half the answer is usually knowing which part tripped you up.
• A correction. If something here is wrong, I want to know. Corrections are applied to the article with a note, not quietly patched.
• Speaking, teaching, or a workshop. Especially on the AI-driven SDLC material.

What I will not answer here

• Requests to publish a paid or sponsored link.
• "Please do my homework / take-home assignment."
• Anything that needs credentials, tokens, or access to a system.

Response time

I read everything. A real reply usually takes three to four days — this is a blog written alongside a full-time job, not a support desk.

Elsewhere

• GitHub — the code, and issues on this site's repo
• YouTube — video versions of some posts