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📰 Dev.to · Arthur

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An LLM benchmark is only useful for as long as it's hard

Dev.to · Arthur 🧠 Large Language Models ⚡ AI Lesson 3mo ago

An LLM benchmark is only useful for as long as it's hard

The general shape of the problem is that every public LLM benchmark is on a saturation clock that runs from the moment of its publication to the moment a model'

Gemma 4 E4B caught three planted fabrications in 50 seconds — on a laptop, no cloud

Dev.to · Arthur 🧠 Large Language Models ⚡ AI Lesson 3mo ago

Gemma 4 E4B caught three planted fabrications in 50 seconds — on a laptop, no cloud

This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I...

What GenAI Actually Costs in Production

Dev.to · Arthur 🧠 Large Language Models ⚡ AI Lesson 4mo ago

What GenAI Actually Costs in Production

The first number anyone quotes when asked what generative AI costs is a per-token figure. It is a comfortable number — small, unambiguous, available on a vendor

Claude Found Eleven Medical Errors in One Family's Records

Dev.to · Arthur 🧠 Large Language Models ⚡ AI Lesson 4mo ago

Claude Found Eleven Medical Errors in One Family's Records

A software engineer with a child in a long-running diagnostic process built a homegrown medical-record service for his family, dumped years of accumulated recor