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Openai/691a41cd-2efc-800c-9eff-de439224a90d
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===== In complex AI systems (like Nova, or multi-agent orchestration): ===== * You need: - Configs - Role definitions - Safety rails - Specialized skills - Cross-agent messages JSON / TOON approach: * Every message: chunk of structured text * Each agent: has to parse, interpret, and reprompt from it * Lots of repeated boilerplate in context every time LoreToken approach: * Agents pass around semantic tickets, e.g.: - “LT_CASE:diabetes.v4.summary_for_patient” - “LT_LOG:trade.2025-02-06.review_shortfall” - “LT_SECURITY:high_risk_injection” The receiving model: * Already knows what each of those handles means (from prior training / configuration) * Can jump straight into the right format and reasoning pattern That gives you: * Lower bandwidth between agents * Smaller contexts * Faster, more reliable behavior handoff
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