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• Lesson:prism optimizing key value store for modern heterogeneous storage devices 7e879d0a  + (Yongju Song et al., "Prism: Optimizing Key-Value Store for Modern Heterogeneous Storage Devices", ASPLOS 2023.)
• Lesson:prism optimizing key value store for modern heterogeneous storage devices 7e879d0a  + (Yongju Song et al., "Prism: Optimizing Key-Value Store for Modern Heterogeneous Storage Devices", ASPLOS 2023.)
• Lesson:corobase coroutine oriented main memory database engine c4a28018  + (Yongjun He et al., "CoroBase: Coroutine-Oriented Main-Memory Database Engine", PVLDB 2021.)
• Lesson:corobase coroutine oriented main memory database engine c4a28018  + (Yongjun He et al., "CoroBase: Coroutine-Oriented Main-Memory Database Engine", PVLDB 2021.)
• Lesson:a fully associative tagless dram cache f6383680  + (Yongjun Lee, Jongwon Kim, Hakbeom Jang, Hy … Yongjun Lee, Jongwon Kim, Hakbeom Jang, Hyunggyun Yang, Jangwoo Kim, Jinkyu Jeong, and Jae W. Lee, "A Fully Associative, Tagless DRAM Cache," in Proceedings of The 42nd International Symposium on Computer Architecture (ISCA 2015), Portland, OR, USA, June 13-17, 2015.015), Portland, OR, USA, June 13-17, 2015.)
• Lesson:a fully associative tagless dram cache f6383680  + (Yongjun Lee, Jongwon Kim, Hakbeom Jang, Hy … Yongjun Lee, Jongwon Kim, Hakbeom Jang, Hyunggyun Yang, Jangwoo Kim, Jinkyu Jeong, and Jae W. Lee, "A Fully Associative, Tagless DRAM Cache" in Proceedings of The 42nd International Symposium on Computer Architecture (ISCA 2015), Portland, OR, USA, June 13-17, 2015.015), Portland, OR, USA, June 13-17, 2015.)
• Lesson:dram architecture for efficient data lifetime management f27c8820  + (Yongjun Lee, Yunkeuk Kim, Jinkyu Jeong, and Jae W. Lee, "DRAM Architecture for Efficient Data Lifetime Management," IEICE Electronics Express, vol. 17, no. 10, pp. 1-6, 2017)
• Lesson:dram architecture for efficient data lifetime management f27c8820  + (Yongjun Lee, Yunkeuk Kim, Jinkyu Jeong, and Jae W. Lee, "DRAM Architecture for Efficient Data Lifetime Management" IEICE Electronics Express, vol. 17, no. 10, pp. 1-6, 2017)
• Lesson:ufs bbe26b78  + (Yonsei CSLab publication record, KCC 2025.)
• Lesson:speed is all you need on device acceleration of large diffusion models via gpu aware optimizatio c53959fd  + (Yu-Hui Chen et al., "Speed Is All You Need: On-Device Acceleration of Large Diffusion Models via GPU-Aware Optimizations", CVPR Workshops 2023.)
• Lesson:speed is all you need on device acceleration of large diffusion models via gpu aware optimizatio c53959fd  + (Yu-Hui Chen et al., "Speed Is All You Need: On-Device Acceleration of Large Diffusion Models via GPU-Aware Optimizations", CVPR Workshops 2023.)
• Lesson:calcspar a contract aware lsm store for cloud storage with low latency spikes accc7c9d  + (Yuanhui Zhou et al., "Calcspar: A Contract-Aware LSM Store for Cloud Storage with Low Latency Spikes", USENIX ATC 2023.)
• Lesson:calcspar a contract aware lsm store for cloud storage with low latency spikes accc7c9d  + (Yuanhui Zhou et al., "Calcspar: A Contract-Aware LSM Store for Cloud Storage with Low Latency Spikes", USENIX ATC 2023.)
• Lesson:optimizing file systems on heterogeneous memory by integrating dram cache with virtual memory ma aaa7aa17  + (Yubo Liu et al., "Optimizing File Systems on Heterogeneous Memory by Integrating DRAM Cache with Virtual Memory Management", FAST 2024.)
• Lesson:optimizing file systems on heterogeneous memory by integrating dram cache with virtual memory ma aaa7aa17  + (Yubo Liu et al., "Optimizing File Systems on Heterogeneous Memory by Integrating DRAM Cache with Virtual Memory Management", FAST 2024.)
• Lesson:scalable far memory balancing faults and evictions edcf1536  + (Yueyang Pan; Yash Lala; Musa Unal; Yujie Ren; Seung-seob Lee; Abhishek Bhattacharjee; Anurag Khandelwal; Sanidhya Kashyap. Scalable Far Memory: Balancing Faults and Evictions. SOSP, 2025.)
• Lesson:scalable far memory balancing faults and evictions edcf1536  + (Yueyang Pan; Yash Lala; Musa Unal; Yujie Ren; Seung-seob Lee; Abhishek Bhattacharjee; Anurag Khandelwal; Sanidhya Kashyap. Scalable Far Memory: Balancing Faults and Evictions. SOSP, 2025.)
• Lesson:managing memory tiers with cxl in virtualized environments 357c7cc7  + (Yuhong Zhong et al., "Managing Memory Tiers with CXL in Virtualized Environments", OSDI 2024.)
• Lesson:managing memory tiers with cxl in virtualized environments 357c7cc7  + (Yuhong Zhong et al., "Managing Memory Tiers with CXL in Virtualized Environments", OSDI 2024.)
• Lesson:xrp in kernel storage functions with ebpf 49cdd043  + (Yuhong Zhong et al., "XRP: In-Kernel Storage Functions with eBPF", OSDI 2022.)
• Lesson:xrp in kernel storage functions with ebpf 49cdd043  + (Yuhong Zhong et al., "XRP: In-Kernel Storage Functions with eBPF", OSDI 2022.)
• Lesson:we ain t afraid of no file fragmentation causes and prevention of its performance impact on mode 9a366dfb  + (Yuhun Jun et al., "We Ain't Afraid of No File Fragmentation: Causes and Prevention of Its Performance Impact on Modern Flash SSDs", FAST 2024.)
• Lesson:we ain t afraid of no file fragmentation causes and prevention of its performance impact on mode 9a366dfb  + (Yuhun Jun et al., "We Ain't Afraid of No File Fragmentation: Causes and Prevention of Its Performance Impact on Modern Flash SSDs", FAST 2024.)
• Lesson:extending applications safely and efficiently 7a5f9f65  + (Yusheng Zheng; Tong Yu; Yiwei Yang; Yanpeng Hu; Xiaozheng Lai; Dan Williams; Andi Quinn. Extending Applications Safely and Efficiently. OSDI, 2025.)
• Lesson:extending applications safely and efficiently 7a5f9f65  + (Yusheng Zheng; Tong Yu; Yiwei Yang; Yanpeng Hu; Xiaozheng Lai; Dan Williams; Andi Quinn. Extending Applications Safely and Efficiently. OSDI, 2025.)

• Lesson:nvme prp zero copy 76cd53aa  + (Zero-copy storage reads using NVMe PRP offsets. KCC 2019, 1432-1434.)

• Lesson:accl an fpga based collective engine for distributed applications 896d30fd  + (Zhenhao He et al., "ACCL+: an FPGA-Based Collective Engine for Distributed Applications", OSDI 2024.)
• Lesson:accl an fpga based collective engine for distributed applications 896d30fd  + (Zhenhao He et al., "ACCL+: an FPGA-Based Collective Engine for Distributed Applications", OSDI 2024.)
• Lesson:chrono meticulous hotness measurement and flexible page migration for memory tiering 840ae980  + (Zhenlin Qi et al., "Chrono: A Precise Hotness-aware Tiered Memory Management System with Flexible Migration", EuroSys 2025.)
• Lesson:chrono meticulous hotness measurement and flexible page migration for memory tiering 840ae980  + (Zhenlin Qi; Shengan Zheng; Ying Huang; Yifeng Hui; Bowen Zhang; Linpeng Huang; Hong Mei. Chrono: Meticulous Hotness Measurement and Flexible Page Migration for Memory Tiering. EuroSys 2025, pp. 835–853. DOI: 10.1145/3689031.3717462.)
• Lesson:chrono meticulous hotness measurement and flexible page migration for memory tiering 840ae980  + (Zhenlin Qi; Shengan Zheng; Ying Huang; Yifeng Hui; Bowen Zhang; Linpeng Huang; Hong Mei. Chrono: Meticulous Hotness Measurement and Flexible Page Migration for Memory Tiering. EuroSys 2025, pp. 835–853. DOI: 10.1145/3689031.3717462.)
• Lesson:cornus atomic commit for a cloud dbms with storage disaggregation 279df452  + (Zhihan Guo et al., "Cornus: Atomic Commit for a Cloud DBMS with Storage Disaggregation", PVLDB 15 2022.)
• Lesson:cornus atomic commit for a cloud dbms with storage disaggregation 279df452  + (Zhihan Guo et al., "Cornus: Atomic Commit for a Cloud DBMS with Storage Disaggregation", PVLDB 15 2022.)
• Lesson:harvesting memory bound cpu stall cycles in software with msh 5866da08  + (Zhihong Luo et al., "Harvesting Memory-bound CPU Stall Cycles in Software with MSH", OSDI 2024.)
• Lesson:harvesting memory bound cpu stall cycles in software with msh 5866da08  + (Zhihong Luo et al., "Harvesting Memory-bound CPU Stall Cycles in Software with MSH", OSDI 2024.)
• Lesson:klotski efficient mixture of expert inference via expert aware multi batch pipeline bae4ea7b  + (Zhiyuan Fang et al., "Klotski: Efficient Mixture-of-Expert Inference via Expert-Aware Multi-Batch Pipeline", arXiv 2025.)
• Lesson:klotski efficient mixture of expert inference via expert aware multi batch pipeline bae4ea7b  + (Zhiyuan Fang et al., "Klotski: Efficient Mixture-of-Expert Inference via Expert-Aware Multi-Batch Pipeline", arXiv 2025.)
• Lesson:aegonkv a high bandwidth low tail latency and low storage cost kv separated lsm store with smart 5a081f42  + (Zhuohui Duan et al., "AegonKV: A High Bandwidth, Low Tail Latency, and Low Storage Cost KV-Separated LSM Store with SmartSSD-based GC Offloading", FAST 2025.)
• Lesson:aegonkv a high bandwidth low tail latency and low storage cost kv separated lsm store with smart 5a081f42  + (Zhuohui Duan et al., "AegonKV: A High Bandwidth, Low Tail Latency, and Low Storage Cost KV-Separated LSM Store with SmartSSD-based GC Offloading", FAST 2025.)
• Lesson:agile lightweight and efficient asynchronous gpu ssd integration e7527db8  + (Zhuoping Yang; Jinming Zhuang; Xingzhen Chen; Alex K. Jones; Peipei Zhou. AGILE: Lightweight and Efficient Asynchronous GPU-SSD Integration. SC, 2025.)
• Lesson:agile lightweight and efficient asynchronous gpu ssd integration e7527db8  + (Zhuoping Yang; Jinming Zhuang; Xingzhen Chen; Alex K. Jones; Peipei Zhou. AGILE: Lightweight and Efficient Asynchronous GPU-SSD Integration. SC, 2025.)
• Lesson:asymmetric raid rethinking raid for ssd heterogeneity bfd97257  + (Ziyang Jiao et al., "Asymmetric RAID: Rethinking RAID for SSD Heterogeneity", HotStorage 2024.)
• Lesson:asymmetric raid rethinking raid for ssd heterogeneity bfd97257  + (Ziyang Jiao et al., "Asymmetric RAID: Rethinking RAID for SSD Heterogeneity", HotStorage 2024.)
• Lesson:the design and implementation of a capacity variant storage system 91c1817e  + (Ziyang Jiao et al., "The Design and Implementation of a Capacity-Variant Storage System", FAST 2024.)
• Lesson:the design and implementation of a capacity variant storage system 91c1817e  + (Ziyang Jiao et al., "The Design and Implementation of a Capacity-Variant Storage System", FAST 2024.)
• Lesson:compare identical source envelopes at long run boundaries 5f58511d  + (a03/a04 Qwen semantic replication check: c … a03/a04 Qwen semantic replication check: canonical JSON projection over dataset, model, tokenizer, records sorted by item_id, and belief_model with beliefs sorted by prompt_bin produced identical SHA-256 6217dd467806ba2ba160d6134dd934c6dc6c0acc2fa942e4bbf2b5d284eb66ba for both runs. Whole artifact hashes differ because backend provenance records different Git commits. provenance records different Git commits.)
• Lesson:machine validation receipts should be structurally unable to grant human acceptance 470a7c00  + (a04 machine receipt SHA-256 2c870f2169b226 … a04 machine receipt SHA-256 2c870f2169b226edfed3e41fc079ff043e37caf7b0d973977f5f6c60bff3b740 at validation commit b918024e43ea974e2d2cb6f1db9467863f6c7e76. Full verify_files+verify_commit revalidation passed. Status validated_pending_human_review; inventory_eligible=false; next gate separate_human_acceptance_attestation.ate separate_human_acceptance_attestation.)
• Lesson:separate semantic replication hashes from provenance bound artifact hashes e7ab7a4e  + (a04 passed decision SHA-256 3627583ec41aa1 … a04 passed decision SHA-256 3627583ec41aa159b7aa08818b0140d82e1296a59774cf9f61acf77e78a9a97e; source commit 99ccfb7b7f55199876191ff443fe7398db7a8e1a clean; exact journal seq0..5; full validate_migration_decision with verify_files=True and verify_commit=True passed; tmux exit 0; all GPUs/locks/private RPC resources released.GPUs/locks/private RPC resources released.)
• Lesson:research autopilot 20260723t090001z-gpu  + (algebraic-ml-compiler/RESEARCH/precision_aware_rewrite_legality_20260718_174112/theorem_v3_cuda_sm89_validation_20260722.json)
• Lesson:pivot-b200-20260717-venv-launcher-identity-a01  + (b200-2-generation-20260717-a01 decision.json and qwen/generation.log)
• Lesson:pivot-b200-20260717-zmq-ipc-path-a01  + (b200-2-generation-20260717-a02 decision.json and qwen/generation.log)