A narrative-intelligence engine

A narrative-intelligence engineWatches many public surfaces at once, classifies brand-relative, and abstains when the evidence is thin.Watches six public surfaces for a storyline, classifies signal from noise relative to the brand, resolves actors across platforms, and abstains when the evidence is thin. 6 surface modules, about 25 backend modules, 5 classification dimensions, and an HMAC-chained audit log.Key facts

6: scraping and classification surface modules

~25: backend modules total

5: classification dimensions: relevance, stance, bot-likelihood, virality, gaming

HMAC-chained: append-only audit log of every belief change

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