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📰 Dev.to · AI Explore

2 articles · Updated every 3 hours · View all reads

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Self-Hosting a Model Means Self-Hosting Its Evaluation Too
Dev.to · AI Explore 📐 ML Fundamentals ⚡ AI Lesson 3d ago
Self-Hosting a Model Means Self-Hosting Its Evaluation Too
Local AI didn't remove the vendor's job. It just handed it to you, unpaid and mostly unnoticed.
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The Mean Is Lying to You: Benchmarks Hide the Variance That Breaks Prod
Dev.to · AI Explore 📐 ML Fundamentals ⚡ AI Lesson 5d ago
The Mean Is Lying to You: Benchmarks Hide the Variance That Breaks Prod
Benchmarks report averages over fixed test sets. Production failures live in the variance and the tails. Those are two different problems.
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