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Building a remote MCP server in plain Laravel (no SDK): notes from a tax-hours app
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Building a remote MCP server in plain Laravel (no SDK): notes from a tax-hours app

DEV Community: laravel·PropHours·1 day ago
#76BjPyxK
#devtolaravel#devto#dev#tool#server

PropHours is a material participation log for rental property owners. People use it to record the...

15s
An 8GB Laptop Has to Run YouTube and a Local AI Assistant
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An 8GB Laptop Has to Run YouTube and a Local AI Assistant

DEV Community: ai·Savindu Thathsara·2 days ago
#EtBSyrDU
#devtoai#devto#dev#model#local

Savindu Thathsara's RAM budget for an offline AI assistant on 8GB: a tiny always-on model, then whisper, llama.cpp, and a voice that exit when the reply is done.

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Would you trust an AI with $50 but still want to approve a $7 fee?

#seo#redditseo#return#handle#approval

You ask your assistant to return a $40 jacket. The store charges a $7 return fee, but exchanges are free. Should it accept the fee suggest an exchange or come back and ask you? What if you’d already told it “handle anything under $50?…

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