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06:22
2026-06-12
dev.to
large-language-models

8GB to 70B: A Real Hardware Guide for Local LLMs

A developer found that running a 70B parameter LLM locally with only 8GB of VRAM is possible but requires significant optimizations and trade-offs. While a 70B model in FP16 format demands up to 140GB…

06:04
2026-06-12
dev.to
ai-agents

Nobody Reads My Docs Anymore—Not Even the AI Agents

A developer of the Go library binarystruct discovered that AI coding agents largely ignore documentation files, even when specifically designed for them. In a controlled experiment, agents never opene…

04:26
2026-06-12
dev.to
large-language-models

Stop explaining yourself to Claude

A developer found that most prompts for Claude contain unnecessary context the AI already knows, wasting tokens. By stripping social pleasantries and background information to keep only the "delta"—th…

04:09
2026-06-12
dev.to
artificial-intelligence

Is Siri AI? How Apple's Voice Assistant Really Works

At WWDC 2026, Apple introduced a rebuilt Siri AI powered by Apple Intelligence, moving the voice assistant beyond simple commands to handle personal context, onscreen awareness, and multi-step app act…

04:07
2026-06-12
dev.to
ai-agents

The Coding Agent Wrapper Is the Product Now

The wrapper around a coding agent is becoming more important than the model itself, as real development workflows require repeatable, inspectable, and recoverable processes rather than one-off prompt-…

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