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<h2>Chat vanishes. The model stays.</h2>
<h2>An interview, not a form.</h2>
<h2>Twelve lenses, three groups.</h2>
<h2>Every requirement, traced.</h2>
<h2>Your model, your machine.</h2>

• LLM tutorial HTML comment left in production: <!-- Base meta (overridden per-route by react-helmet-async) -->
• Tokenizer space before punctuation: What are you building ?
• Formulaic antithesis heading cadence: 5 of 9 <h2> headings: "Chat vanishes. The model stays." · "An interview, not a form." · "Twelve lenses, three groups."