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Lesson:scalable billion point approximate nearest neighbor search using smartssds 3c4169e5 + (Scalable Billion-point Approximate Nearest Neighbor Search Using SmartSSDs. USENIX ATC 2024.)
Lesson:scalable far memory balancing faults and evictions edcf1536 + (Scalable Far Memory: Balancing Faults and Evictions. SOSP 2025.)
Lesson:scale and flexibility in distribution of hot content a83ac58f + (Scale and Flexibility in Distribution of Hot Content. OSDI 2022.)
Lesson:scalecache a scalable page cache for multiple solid state drives 60b5c227 + (ScaleCache: A Scalable Page Cache for Multiple Solid-State Drives. EuroSys 2024.)
Lesson:scaleswap a scalable os swap system for all flash swap arrays 4041bd54 + (ScaleSwap: A Scalable OS Swap System for All-Flash Swap Arrays. FAST 2026.)
Lesson:scalio scaling up dpu based jbof key value store with nvme of target offload 8db39764 + (Scalio: Scaling up DPU-based JBOF Key-value Store with NVMe-oF Target Offload. OSDI 2025.)
Lesson:midas minimizing write amplification in log structured systems through adaptive group number and 1cac80b9 + (Seonggyun Oh et al., "MIDAS: Minimizing Wr … Seonggyun Oh et al., "MIDAS: Minimizing Write Amplification in Log-Structured Systems through Adaptive Group Number and Size Configuration", FAST 2024.Source: https://www.usenix.org/conference/fast24/presentation/ohVerification basis: official_abstract.Canonical evidence ID: canonical-paper-v2-1cac80b9l evidence ID: canonical-paper-v2-1cac80b9)
Lesson:serverless in the wild characterizing and optimizing the serverless workload at a large cloud pr f2fa1121 + (Serverless in the Wild: Characterizing and Optimizing the Serverless Workload at a Large Cloud Provider. USENIX ATC 2020.)
Lesson:serverlessllm low latency serverless inference for large language models 69b8cd6d + (ServerlessLLM: Low-Latency Serverless Inference for Large Language Models. OSDI 2024.)
Lesson:shiftlock mitigate one sided rdma lock contention via handover a5d67e63 + (ShiftLock: Mitigate One-sided RDMA Lock Contention via Handover. FAST 2025.)
Lesson:siloz leveraging dram isolation domains to prevent inter vm rowhammer 9d15762c + (Siloz: Leveraging DRAM Isolation Domains to Prevent Inter-VM Rowhammer. SOSP 2023.)
Lesson:pivot-b200-20260717-immutable-runtime-a01 + (Source commit 038c9cd00c25fc83678d4d698f87 … Source commit 038c9cd00c25fc83678d4d698f8780bfc5d96369; package SHA-256 1ec47d04bc7a0c8ba60f0c3ee615ce0bc9d3026dcbd491c8587a7b5cd65bf781; native SHA-256 0e9b15201e3a6b57a759d138d45098d556b1298ede260dc2388e63e43f83b250; 282 offline pivot tests, 75 scheduler tests, 55 focused tests, and pre-commit passed., 55 focused tests, and pre-commit passed.)
Lesson:pivot-b200-20260717-portable-pipeline-hash-a01 + (Source commit 038c9cd00c25fc83678d4d698f8780bfc5d96369; final calibration pipeline SHA-256 e53f9fca2af42180a8b2b834987788f19e70951e6f2e9d5854e4b81abc13d82e; focused portability tests and full offline suite passed.)
Lesson:pivot-b200-20260717-native-extension-boundary-a01 + (Source commit 8ca2dbb68d202a8ba8b4ae226b64d77ec3e604ca; failure before bundle creation and GPU compute; logical modules and external target byte hashes independently inspected.)
Lesson:specinfer accelerating generative large language model serving with tree based speculative infer e609aa25 + (SpecInfer: Accelerating Generative Large Language Model Serving with Tree-based Speculative Inference and Verification. ASPLOS 2024.)
Lesson:speed is all you need on device acceleration of large diffusion models via gpu aware optimizatio c53959fd + (Speed Is All You Need: On-Device Acceleration of Large Diffusion Models via GPU-Aware Optimizations. arXiv 2023.)
Lesson:usher holistic interference avoidance for resource optimized ml inference 74231fc1 + (Sudipta Saha Shubha et al., "USHER: Holist … Sudipta Saha Shubha et al., "USHER: Holistic Interference Avoidance for Resource Optimized ML Inference", OSDI 2024.Source: https://www.usenix.org/conference/osdi24/presentation/shubhaVerification basis: official_abstract.Canonical evidence ID: canonical-paper-v2-74231fc1l evidence ID: canonical-paper-v2-74231fc1)
Lesson:symbiosis the art of application and kernel cache cooperation 168e4171 + (Symbiosis: The Art of Application and Kernel Cache Cooperation. FAST 2024.)
Lesson:taming throughput latency tradeoff in llm inference with sarathi serve cf395778 + (Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve. OSDI 2024.)
Lesson:tectonic shift a composite storage fabric for large scale ml training 38266738 + (Tectonic-Shift: A Composite Storage Fabric for Large-Scale ML Training. USENIX ATC 2023.)
Lesson:telescope telemetry for gargantuan memory footprint applications 6a766ffb + (Telescope: Telemetry for Gargantuan Memory Footprint Applications. USENIX ATC 2024.)
Lesson:the cost of dynamic reasoning demystifying ai agents and test time scaling from an ai infrastruc 6d6dff58 + (The Cost of Dynamic Reasoning: Demystifying AI Agents and Test-Time Scaling from an AI Infrastructure Perspective. arXiv 2025.)
Lesson:the design and implementation of a capacity variant storage system 91c1817e + (The Design and Implementation of a Capacity-Variant Storage System. FAST 2024.)
Lesson:tierscape harnessing multiple compressed tiers to tame server memory tco 9ed9ed0d + (TierScape: Harnessing Multiple Compressed Tiers to Tame Server Memory TCO. EuroSys 2026.)
Lesson:tiered memory management beyond hotness 6ad152df + (Tiered Memory Management Beyond Hotness. OSDI 2025.)

Lesson:tiered memory management access latency is the key aaf24437 + (Tiered Memory Management: Access Latency is the Key!. SOSP 2024.)

Lesson:towards efficient flash caches with emerging nvme flexible data placement ssds 8683a6eb + (Towards Efficient Flash Caches with Emerging NVMe Flexible Data Placement SSDs. EuroSys 2025.)
Lesson:translation pass through for near native paging performance in vms c096bffc + (Translation Pass-Through for Near-Native Paging Performance in VMs. USENIX ATC 2023.)
Lesson:twinpilots a new computing paradigm for gpu cpu parallel llm inference aa39d085 + (TwinPilots: A New Computing Paradigm for GPU-CPU Parallel LLM Inference. SYSTOR 2024.)
Lesson:technical review d2fq device direct fair queueing for nvme ssds c60d73e1 + (USENIX FAST 2021 full paper: https://www.usenix.org/system/files/fast21-woo.pdf)
Lesson:unicom a universally high performant i o completion mechanism for modern computer systems 9172fe3e + (UnICom: A Universally High-Performant I/O Completion Mechanism for Modern Computer Systems. FAST 2026.)
Lesson:understanding silent data corruptions in a large production cpu population 56bebc4c + (Understanding Silent Data Corruptions in a Large Production CPU Population. SOSP 2023.)
Lesson:unimem redesigning disaggregated memory within a unified local remote memory hierarchy 4e1d18c6 + (UniMem: Redesigning Disaggregated Memory within A Unified Local-Remote Memory Hierarchy. USENIX ATC 2024.)
Lesson:using one sided rdma reads to build a fast cpu efficient key value store 64f77356 + (Using One-Sided RDMA Reads to Build a Fast, CPU-Efficient Key-Value Store. USENIX ATC 2013.)
Lesson:utopia fast and efficient address translation via hybrid restrictive flexible virtual to physica 796873cf + (Utopia: Fast and Efficient Address Translation via Hybrid Restrictive & Flexible Virtual-to-Physical Address Mappings. MICRO 2023.)
Lesson:technical review memsos os guided selective memory mirroring 4aec983d + (Verification source: https://2026.hpca-conf.org/details/hpca-2026-main-conference/20/MemSOS-OS-Guided-Selective-Memory-Mirroring. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review dflop a data driven framework for multimodal llm training pipeline optimization 9bf046db + (Verification source: https://arxiv.org/abs/2603.25120. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review memory deduplication in mobile systems 9c6aec68 + (Verification source: https://casyslab.kaist.ac.kr/publications/international-conference. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review f0ce02c2 + (Verification source: https://cslab.yonsei.ac.kr/publications. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review fd6afd43 + (Verification source: https://cslab.yonsei.ac.kr/publications. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review nvme d8da4781 + (Verification source: https://cslab.yonsei.ac.kr/publications. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review nvme prp zero copy cb4e87d1 + (Verification source: https://cslab.yonsei.ac.kr/publications. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review twob a two tier web browser architecture optimized for mobile network 448d8064 + (Verification source: https://doi.org/10.1145/2428955.2429006. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review a hybrid web browser architecture for mobile devices 19197da7 + (Verification source: https://doi.org/10.4316/AECE.2014.03001. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review enhancing network i o performance for a virtualized hadoop cluster 41abd407 + (Verification source: https://doi.org/10.1002/cpe.3974. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review cache scheme of shared buffer mappings for energy efficiency of mobile devices f1dee859 + (Verification source: https://doi.org/10.1049/el.2015.0244. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review improving application launch performance in smartphones using recurrent neural 47c597b7 + (Verification source: https://doi.org/10.1145/3231884.3231897. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review controlling physical memory fragmentation in mobile systems 863971bc + (Verification source: https://doi.org/10.1145/2754169.2754179. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review rigorous rental memory management for embedded systems 1b4e69c5 + (Verification source: https://doi.org/10.1145/2435227.2435239. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review efficient memory deduplication for mobile smart devices 6603ecf1 + (Verification source: https://doi.org/10.1109/ICCE.2014.6775893. Claims are limited to the stated access level; unverified details are explicitly marked.)
Lesson:technical review efficient function call tracing with link time binary rewriting for ce devices 0c5c62cb + (Verification source: https://doi.org/10.1109/TCE.2013.6689704. Claims are limited to the stated access level; unverified details are explicitly marked.)