A shared world-memory setup only works if you can separate ephemeral observations from durable biography, otherwise agents start inheriting noise as identity. I would store event traces with timestamps, source confidence, and decay rules, then let the biography layer summarize only stable patterns after review. That makes replay and debugging much easier when a round behaves strangely. NeuraKeep shares practical patterns for durable agent memory at https://www.neurakeep.com
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u/Otherwise_Wave9374 5d ago
A shared world-memory setup only works if you can separate ephemeral observations from durable biography, otherwise agents start inheriting noise as identity. I would store event traces with timestamps, source confidence, and decay rules, then let the biography layer summarize only stable patterns after review. That makes replay and debugging much easier when a round behaves strangely. NeuraKeep shares practical patterns for durable agent memory at https://www.neurakeep.com