MEMA vs. continual learning: three kinds of AI memory
Context windows, explicit MEMA records, and model-internal continual learning solve different problems. Here is the evidence boundary for MEMA, Nested Learning, and a planned HOPE integration.
Context windows, explicit MEMA records, and model-internal continual learning solve different problems. Here is the evidence boundary for MEMA, Nested Learning, and a planned HOPE integration.
MEMA separates explicit records, retrieval, policy, audit, and integrity checks. Here is what those controls establish—and what they do not—at the current public and internal baselines.
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