#paper-deep-dives
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2026-03-15
Consistency Models for Edge-Native Memory SystemsStrong consistency is a tax you pay for guarantees you don't need. Why AI memory systems are accidentally CRDT-shaped, and what that means for edge-native architecture.
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2026-03-09
KARL: Knowledge Agents via Reinforcement LearningDatabricks trained an RL-based search agent on GLM 4.5 Air that beats Claude 4.6 and GPT 5.2 on enterprise knowledge retrieval — at a fraction of the cost.