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Rethinking AI: Building What Matters, Not Just What's Possible

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A working parody-generation pipeline uses LLMs with function/tool calling, a Python class for inputs/outputs, and dual agents—a writer and editor—to generate, critique and filter satirical news. A Persona Hub of 200,000 personas injects distinct voices, FastHTML publishes live demos, and a feedback loop ranks and saves top outputs. The project produces genuinely funny articles, surfaces dual‑use risks (it mirrors underground fake‑news machinery), and demonstrates practical techniques that scale.

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