Author

Johannes Freischuetz

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Preprint Sep 2026

MANTA: Machine Learning Augmented Tiering Advisor

Memory tiering has been used to expand memory capacity, particularly in datacenters, by combining fast DRAM with slower tiers, including CXL-attached memory. Its effectiveness depends on keeping useful pages in the fast tier, but existing heuristic policies can lag behind changing hot sets in phased or bursty workloads...

Johannes Freischuetz, Kiet Pham, Sujay Yadalam et al. · 0 citations

#artificial intelligence Review Sep 2026

Towards an AI Software Factory for Data Systems

The progress towards building an AI SW Factory that accelerates all the stages of SDLC-Targeting, Coding, Reviewing, and Ops is discussed and a metadata exhaust is produced that enables self-improvement by fine-tuning model weights and updating the authors' World Model (a rich data substrate).

Anna Pavlenko, Bogdan Crivat, Brandon Haynes et al. · 0 citations