A systems engineering study implementing and evaluating a novel kernel-managed memory abstraction across three models in a controlled experimental setting, but without peer review, clinical or real-world validation, or comparison to established baselines beyond custom alternatives.
Reported
Personalization score improvement…2.4–4.0 points on 5-point scale
GPT-4o profile usage (kernel vs.…1.05 to 4.69
p-value (all Mem0 comparisons)p < 10^-18