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📰 Dev.to · hefty

5 articles · Updated every 3 hours · View all reads

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Local AI Is an Architecture Decision, Not a Hardware Flex
Dev.to · hefty 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Local AI Is an Architecture Decision, Not a Hardware Flex
The local AI demo loop is seductive. Get a model to fit on a laptop, show it running, and declare the...
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Your AI Fallback Chain May Be Quietly Changing the Job
Dev.to · hefty 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Your AI Fallback Chain May Be Quietly Changing the Job
A discovery stage needs source tools, a defined reasoning profile, and a way to preserve the evidence...
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Your coding agent needs a proof environment, not just a sandbox
Dev.to · hefty 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Your coding agent needs a proof environment, not just a sandbox
A sandbox can contain a wrong answer. That sounds obvious, but a lot of agent infrastructure still...
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Your coding agent's memory is a dependency. Treat it like one
Dev.to · hefty 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago
Your coding agent's memory is a dependency. Treat it like one
An agent that forgets your repository every morning is expensive. An agent that confidently...
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The Coding Agent Wrapper Is the Product Now
Dev.to · hefty 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago
The Coding Agent Wrapper Is the Product Now
The model is no longer the most interesting part of a coding agent setup. That sounds wrong if you...
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