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Dual Memory Architecture: Short-term Manager and Long-term Supabase Retrieval

Hey, there are two memory layers running in parallel. Short-term lives on the manager agent (keyed to the user). Long-term embeds each turn into Supabase and pulls relevant past context back before the model sees the new message. State lives outside the model, so swapping

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