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Hamza Khalid

@humzaakhalid57,100 subscribers

I create easy-to-read content on (AI in Public) 📨 [email protected]

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YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac mini m4 base ($599). installed ollama. pulled qwen 3.6 14b. ran three commands. pointed Claude's code at localhost instead of anthropic's servers. no api costs. no data is leaving his machine. no subscriptions. just a silent 5-inch square box pulling 10-20 watts under his desk. Here is what the full stack looks like running on one box: → Claude's code connected to Ollama → open webui running on localhost: 3000 → openclaw daemon running on Telegram → deepseek r1 14b handling reasoning and math, qwen 3.6 14b handling code, gemma 4 4b handling quick tasks Here is what the honest math actually writes: "before: 5 subscriptions. $459/month. data leaving your machine on every request." "after: $599 once. $3/month in electricity. the team lives by dinner. never sleeps. never quits. never sends your code to someone else's server." "total saved year one: $5,232." if you want consistent output without figuring out the prompt engineering yourself, someone already reverse-engineered the entire setup, documented every command, and packaged it at for $99 one-time. no subscription. no fluff. just the exact system that makes this stack work out of the box. From what I have observed, this is the cleanest local AI setup I have seen in the past year: $599 in, $5,232 saved, and between them three commands and a box that fits in a backpack.

YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac mini m4 base ($599). installed ollama. pulled qwen 3.6 14b. ran three commands. pointed Claude's code at localhost instead of anthropic's servers. no api costs. no data is leaving his machine. no subscriptions. just a silent 5-inch square box pulling 10-20 watts under his desk. Here is what the full stack looks like running on one box: → Claude's code connected to Ollama → open webui running on localhost: 3000 → openclaw daemon running on Telegram → deepseek r1 14b handling reasoning and math, qwen 3.6 14b handling code, gemma 4 4b handling quick tasks Here is what the honest math actually writes: "before: 5 subscriptions. $459/month. data leaving your machine on every request." "after: $599 once. $3/month in electricity. the team lives by dinner. never sleeps. never quits. never sends your code to someone else's server." "total saved year one: $5,232." if you want consistent output without figuring out the prompt engineering yourself, someone already reverse-engineered the entire setup, documented every command, and packaged it at for $99 one-time. no subscription. no fluff. just the exact system that makes this stack work out of the box. From what I have observed, this is the cleanest local AI setup I have seen in the past year: $599 in, $5,232 saved, and between them three commands and a box that fits in a backpack.

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