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Notes on AI life automation and personal operations.

Practical writing on turning AI from a prompt box into systems that quietly reduce overhead.

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AI Operations·4 min
The $5/Month AI Stack: Everything You Need, Nothing You Don't

A full breakdown of the self-hosted AI stack that costs $5/month after year one. Server, AI, automations, monitoring — all open source.

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AI Operations·3 min
Why Your AI Needs a Server (Not Your Laptop)

Running AI tools locally sounds great until your laptop dies mid-task. Here is why a dedicated server changes everything.

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Productivity·2 min
The Productivity Trap

More tools do not create progress. A better system starts by deleting, delegating, automating, and executing.

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Hiring·2 min
Hiring With AI: From Guesswork to Pipeline

A practical look at how AI can turn hiring into a structured pipeline instead of a pile of CVs and scattered opinions.

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AI Operations·2 min
Stop Using AI Like a Chatbot

AI becomes useful when it stops being something you visit and starts becoming part of how your life or business runs.

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