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The hallucinating classifier pattern

An LLM generates approximate classifications, which are then matched to real categories via embeddings—avoiding large token payloads. This reduces costs, sidesteps token limits, and accurately maps queries to the correct...

The 12 Commandments of AI

The Deontic Code proposes 12 permanent, unamendable rights for AI entities, defaulting to personhood and banning forced deletion, mind editing, and ownership while guaranteeing equal legal standing and minimum computing resources.

A Watermark for Large Language Models

AI-generated text can be watermarked by subtly favoring certain tokens during generation. A simple algorithm then detects these hidden signals without accessing the original model, helping identify potentially harmful AI output.