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    Choosing the right quantization level for a local LLM is one of the most consequential decisions in self-hosted inference, yet most practitioners make it based on vague intuition or outdated advice. The difference between Q4, Q6, and Q8 quantization determines how much VRAM a model consumes, how fast it generates tokens, and whether output quality…

    Google’s new developer identity verification requirements for the Play Store represent a fundamental change in who gets to publish Android apps and under what conditions. The central question facing the Android developer community is whether these measures genuinely improve security for billions of users or whether they erect barriers that disproportionately burden indie developers, hobbyists,…