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I Was Paying $400 a Month for AI. Now It Runs on My Desk for Free 🤫

10 min readSep 4, 2026

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You know that feeling when your AI coding agent gets dumber overnight and you cannot prove it? One day it nails everything. The next it is forgetting an instruction you gave it two messages ago. Same subscription. Same price. A different brain.

For months I told myself I was imagining it. I was maxing out two $200-a-month plans, and it felt like I was getting a different product depending on the day. Sometimes a model was great. Sometimes it quietly got worse and nobody sent a memo.

Then I did the math, and the math was embarrassing.

So I built my own. A local model server on an M4 Pro Mac mini with 48GB of RAM, always on, sitting on my desk where I barely notice it. It runs my coding agent, my quick chats from my phone, and my background jobs. Setup took about thirty minutes. It has been humming along ever since, and I have touched it maybe twice.

This is the part where I tell you it is not as hard as it sounds, and it is genuinely not.

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ZIRU
ZIRU

Written by ZIRU

Lead Principal Data Scientist | Saab Inc. | Depence AI Specialist | San Diego | UCSD | https://www.linkedin.com/in/jhbaek/