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📰 Dev.to · Sam Sun

5 articles · Updated every 3 hours · View all reads

All Articles 167,925Blog Posts 160,039Tech Tutorials 44,577Research Papers 32,781News 21,442 ⚡ AI Lessons
Agent Runs Are Black Boxes: A Trace-First Debug Loop
Dev.to · Sam Sun 17h ago
Agent Runs Are Black Boxes: A Trace-First Debug Loop
Agent Runs Are Black Boxes: A Trace-First Debug Loop As agents take on more coding work,...
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Free Model Access and Free Hosting: A Decision Guide for Agent Workloads
Dev.to · Sam Sun 🤖 AI Agents & Automation ⚡ AI Lesson 1d ago
Free Model Access and Free Hosting: A Decision Guide for Agent Workloads
Most agent workloads fail not because the model is weak, but because the endpoint is a poor fit. Free...
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Free Endpoints Are a Contract, Not a Gift: A Fit Test for Agent Workloads
Dev.to · Sam Sun 2d ago
Free Endpoints Are a Contract, Not a Gift: A Fit Test for Agent Workloads
Free model access is not a gift. It is a contract with someone else's rate limits, queueing policy,...
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Your Retry Loop Is a Token Incinerator: A Cascade Router for Mixed-Tier Endpoints
Dev.to · Sam Sun 3d ago
Your Retry Loop Is a Token Incinerator: A Cascade Router for Mixed-Tier Endpoints
When a free endpoint returns 429, most agents do the most expensive thing possible: retry. Retrying...
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Free vs Self-Hosted Models: A Break-Even Framework for Agent Workloads
Dev.to · Sam Sun 🤖 AI Agents & Automation ⚡ AI Lesson 4d ago
Free vs Self-Hosted Models: A Break-Even Framework for Agent Workloads
The cheapest model is not the one with the lowest price per token. It is the one whose failure modes...
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