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1. llmuid llmuidPublic

   Identifiers that resist hallucination, survive repeated LLM copying, and repair themselves when damaged — or fail honestly when they can't. The specification and its conformance vectors.

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2. llmuid-php llmuid-phpPublic

   LLMUID for PHP, the reference implementation. Identifiers that resist hallucination, survive repeated LLM copying, and repair themselves when damaged. No dependencies.

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3. llmuid-python llmuid-pythonPublic

   LLMUID for Python. Identifiers that resist hallucination, survive repeated LLM copying, and repair themselves when damaged. No dependencies.

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4. llmuid-javascript llmuid-javascriptPublic

   LLMUID for JavaScript. Identifiers that resist hallucination, survive repeated LLM copying, and repair themselves when damaged. No dependencies, and no host imports — runs on Node, Deno, Bun and in…

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5. llm-identifier-leakage llm-identifier-leakagePublic

   Pre-registered experiment testing whether the semantic content of compound identifiers like {horse-farm-cow} leaks into unrelated parts of a language model's output, and whether the leakage grows w…

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6. llm-identifier-priming llm-identifier-primingPublic

   Pre-registered experiment testing whether evaluative words planted in a document's CSS class names, invisible when rendered, tilt a language model's judgment of that document against a competing on…