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Lesson:bypassd enabling fast userspace access to shared ssds da9e5d79 + (BypassD: Enabling Fast Userspace Access to Shared SSDs. ASPLOS 2024.)
Lesson:byteexpress a high performance and traffic efficient inline transfer of small payloads over nvme a7c01a49 + (ByteExpress: A High-Performance and Traffic-Efficient Inline Transfer of Small Payloads over NVMe. HotStorage 2025.)
Lesson:pivot-b200-20260717-immutable-runtime-a01 + (CPU-only validation on 2026-07-17)
Lesson:cacheblend fast large language model serving for rag with cached knowledge fusion 056a5f5e + (CacheBlend: Fast Large Language Model Serving for RAG with Cached Knowledge Fusion. EuroSys 2025.)
Lesson:calcspar a contract aware lsm store for cloud storage with low latency spikes accc7c9d + (Calcspar: A Contract-Aware LSM Store for Cloud Storage with Low Latency Spikes. USENIX ATC 2023.)
Lesson:can zns ssds be better storage devices for persistent cache 3ff8980a + (Can ZNS SSDs be Better Storage Devices for Persistent Cache. HotStorage 2024.)
Lesson:archer adaptive memory compression with page association rule awareness for high speed response 98bcc760 + (Changlong Li et al., "Archer: Adaptive Memory Compression with Page-Association-Rule Awareness for High-Speed Response of Mobile Devices", FAST 2025.)
Lesson:archer adaptive memory compression with page association rule awareness for high speed response 98bcc760 + (Changlong Li et al., "Archer: Exploiting Memory Content Correlation for Mobile Memory Compression", FAST 2025.)
Lesson:ice collaborating memory and process management for user experience on resource limited mobile d 312e453f + (Changlong Li et al., "ICE: Collaborating Memory and Process Management for User Experience on Resource-limited Mobile Devices", EuroSys 2023.)
Lesson:ice collaborating memory and process management for user experience on resource limited mobile d 312e453f + (Changlong Li et al., "ICE: Collaborating Memory and Process Management for User Experience on Resource-limited Mobile Devices", EuroSys 2023.)
Lesson:characterizing mobile soc for accelerating heterogeneous llm inference 6b900bb7 + (Characterizing Mobile SoC for Accelerating Heterogeneous LLM Inference.)
Lesson:on performance stability in lsm based storage systems e473bf0c + (Chen Luo et al., "On Performance Stability in LSM-based Storage Systems", PVLDB 2019.)
Lesson:on performance stability in lsm based storage systems e473bf0c + (Chen Luo et al., "On Performance Stability in LSM-based Storage Systems", PVLDB 2019.)
Lesson:twinpilots a new computing paradigm for gpu cpu parallel llm inference aa39d085 + (Chengye Yu et al., "TwinPilots: A New Computing Paradigm for GPU-CPU Parallel LLM Inference", SYSTOR 2024.)
Lesson:twinpilots a new computing paradigm for gpu cpu parallel llm inference aa39d085 + (Chengye Yu et al., "TwinPilots: A New Computing Paradigm for GPU-CPU Parallel LLM Inference", SYSTOR 2024.)
Lesson:can zns ssds be better storage devices for persistent cache 3ff8980a + (Chongzhuo Yang et al., "Can ZNS SSDs be Better Storage Devices for Persistent Cache?", HotStorage 2024.)
Lesson:can zns ssds be better storage devices for persistent cache 3ff8980a + (Chongzhuo Yang et al., "Can ZNS SSDs be Better Storage Devices for Persistent Cache??", HotStorage 2024.)
Lesson:using one sided rdma reads to build a fast cpu efficient key value store 64f77356 + (Christopher Mitchell et al., "Using One-Sided RDMA Reads to Build a Fast, CPU-Efficient Key-Value Store", USENIX ATC 2013.)
Lesson:using one sided rdma reads to build a fast cpu efficient key value store 64f77356 + (Christopher Mitchell et al., "Using One-Sided RDMA Reads to Build a Fast, CPU-Efficient Key-Value Store", USENIX ATC 2013.)
Lesson:chrono meticulous hotness measurement and flexible page migration for memory tiering 840ae980 + (Chrono: Meticulous Hotness Measurement and Flexible Page Migration for Memory Tiering. EuroSys 2025.)
Lesson:faasmem improving memory efficiency of serverless computing with memory pool architecture b6ab9eec + (Chuhao Xu et al., "FaaSMem: Improving Memory Efficiency of Serverless Computing with Memory Pool Architecture", ASPLOS 2024.)
Lesson:faasmem improving memory efficiency of serverless computing with memory pool architecture b6ab9eec + (Chuhao Xu et al., "FaaSMem: Improving Memory Efficiency of Serverless Computing with Memory Pool Architecture", ASPLOS 2024.)
Lesson:citadel rethinking memory allocation to safeguard against inter domain rowhammer exploits 8fd39aca + (Citadel: Rethinking Memory Allocation to Safeguard Against Inter-Domain Rowhammer Exploits. MICRO 2025.)
Lesson:cold archives must materialize content addressed model files and cross a storage failure domain 03687d8e + (Cold model payload audit: exactly 27 locat … Cold model payload audit: exactly 27 locator-verified regular files, 29,742,199,921 bytes, checksum-list SHA-256 2d5aa089abc573e9e4645d8b9db8221297aec15b07d2fe23a8972aa0ed699628. Complete-history source Git bundle at commit 99ccfb7b7f55199876191ff443fe7398db7a8e1a has SHA-256 b400a44191527b0bf6dc98023729c4eb705f27eec0441fec43234e5068268e2b. Off-B200 durable replication remains pending.-B200 durable replication remains pending.)
Lesson:combining buffered i o and direct i o in distributed file systems b0e268e6 + (Combining Buffered I/O and Direct I/O in Distributed File Systems. FAST 2024.)

Lesson:constructing and analyzing the lsm compaction design space 1aa4ace5 + (Constructing and Analyzing the LSM Compaction Design Space. VLDB 2021.)

Lesson:cornus atomic commit for a cloud dbms with storage disaggregation 279df452 + (Cornus: Atomic Commit for a Cloud DBMS with Storage Disaggregation. VLDB 2022.)
Lesson:corobase coroutine oriented main memory database engine c4a28018 + (CoroBase: Coroutine-Oriented Main-Memory Database Engine. VLDB 2021.)
Lesson:separate semantic replication hashes from provenance bound artifact hashes e7ab7a4e + (Correction: initial shell audit hashes 621 … Correction: initial shell audit hashes 6217dd46... (Qwen) and 98297364... (Mistral) included jq's trailing newline. The repository contract uses sha256_json over canonical JSON without a newline. a03=a04 still matches: Qwen aa47da2041cdf33717348eba63a4c2f6f93e1b756888d3ed66a0d3739fa73894; Mistral 81fabcf6ac75f0f7566fbca184e0f46fcb67f70e036860a363e85f0175339cfa. Receipts/docs use these normalized values.pts/docs use these normalized values.)
Lesson:machine validation receipts should be structurally unable to grant human acceptance 470a7c00 + (Correction—superseded by commit 4623507af2 … Correction—superseded by commit 4623507af2a06282792b9ed19330d89512dde98d. The external human-attestation schema/module/tests were deleted. Inventory V2 now records only machine_validated state and directly revalidates the immutable a04 receipt, exact two-artifact hashes, files, and source commit. Human accountability is ordinary Git/PR review; final-run authorization remains separate. 78 related tests and scoped pre-commit passed; a04 SHA 2c870f...b740 fully reverified.d; a04 SHA 2c870f...b740 fully reverified.)
Lesson:cost efficient large language model serving for multi turn conversations with cachedattention aa200b5c + (Cost-Efficient Large Language Model Serving for Multi-turn Conversations with CachedAttention. USENIX ATC 2024.)
Lesson:separate semantic replication hashes from provenance bound artifact hashes e7ab7a4e + (Cross-run canonical semantic projections: … Cross-run canonical semantic projections: a03 and a04 Qwen both 6217dd467806ba2ba160d6134dd934c6dc6c0acc2fa942e4bbf2b5d284eb66ba; a03 and a04 Mistral both 982973643e07cf2d5da2a8ef46e5613ad14881badb2468c6926e3142c5fc4d39. Complete a04 artifacts remain separately bound by Qwen b7e0e9eab21f27f9f5e2e65d25b5e49ec839bc5037aae44d59ffbd3391e57945 and Mistral 343e703110e98a2d13b41152a01daec6dbc489ab950727ab1c550fc21ee5a1a6.2a01daec6dbc489ab950727ab1c550fc21ee5a1a6.)
Lesson:crossprefetch accelerating i o prefetching for modern storage 59296dd1 + (CrossPrefetch: Accelerating I/O Prefetching for Modern Storage. ASPLOS 2024.)
Lesson:dram 8d56adf1 + (DRAM-less mobile flash valid-page tracking. Journal of KIISE 52(5), 357-362, 2025.)
Lesson:dram 8d56adf1 + (DRAM-less mobile flash valid-page tracking. KSC 2023 (Best Paper Award).)
Lesson:ozz identifying kernel out of order concurrency bugs with in vivo memory access reordering 0b85f639 + (Dae R. Jeong et al., "OZZ: Identifying Kernel Out-of-Order Concurrency Bugs with In-Vivo Memory Access Reordering", SOSP 2024.)
Lesson:ozz identifying kernel out of order concurrency bugs with in vivo memory access reordering 0b85f639 + (Dae R. Jeong et al., "OZZ: Identifying Kernel Out-of-Order Concurrency Bugs with In-Vivo Memory Access Reordering", SOSP 2024.)
Lesson:fast on device llm inference with npus deecd917 + (Daliang Xu et al., "Fast On-device LLM Inference with NPUs", ASPLOS 2025.)
Lesson:fast on device llm inference with npus deecd917 + (Daliang Xu et al., "Fast On-device LLM Inference with NPUs", ASPLOS 2025.)
Lesson:lesson 3f05b8ca + (Delegated interrupt handling for asynchronous readahead on high-performance storage. KSC 2017.)
Lesson:deltazip efficient serving of multiple full model tuned llms 8420449f + (DeltaZip: Efficient Serving of Multiple Full-Model-Tuned LLMs. EuroSys 2025.)
Lesson:disaggregated raid storage in modern datacenters 4eb679fe + (Disaggregated RAID Storage in Modern Datacenters. ASPLOS 2023.)
Lesson:enabling high performance and secure userspace nvm file systems with the trio architecture d59d00b6 + (Diyu Zhou et al., "Enabling High-Performance and Secure Userspace NVM File Systems with the Trio Architecture", SOSP 2023.)
Lesson:enabling high performance and secure userspace nvm file systems with the trio architecture d59d00b6 + (Diyu Zhou et al., "Enabling High-Performance and Secure Userspace NVM File Systems with the Trio Architecture", SOSP 2023.)
Lesson:flexmem adaptive page profiling and migration for tiered memory 43991e2a + (Dong Xu et al., "FlexMem: Adaptive Page Profiling and Migration for Tiered Memory", USENIX ATC 2024.)
Lesson:flexmem adaptive page profiling and migration for tiered memory 43991e2a + (Dong Xu et al., "FlexMem: Adaptive Page Profiling and Migration for Tiered Memory", USENIX ATC 2024.)
Lesson:stem streaming based fpga acceleration for large scale compactions in lsm kv d204166c + (Dongdong Tang et al., "STEM: Streaming-Based FPGA Acceleration for Large-Scale Compactions in LSM KV", ICDE 2024.)
Lesson:stem streaming based fpga acceleration for large scale compactions in lsm kv d204166c + (Dongdong Tang et al., "STEM: Streaming-Based FPGA Acceleration for Large-Scale Compactions in LSM KV", ICDE 2024.)
Lesson:a neural network accelerator for mobile application processors 72ce8850 + (Doo Young Kim, Jin Min Kim, Hakbeom Jang, Jinkyu Jeong, and Jae W. Lee, "A Neural Network Accelerator for Mobile Application Processors" IEEE Transactions on Consumer Electronics, vol. 61, no. 4, pp. 555-563, Nov. 2015)
Lesson:a neural network accelerator for mobile application processors 72ce8850 + (Doo Young Kim, Jin Min Kim, Hakbeom Jang, Jinkyu Jeong, and Jae W. Lee, "A Neural Network Accelerator for Mobile Application Processors," IEEE Transactions on Consumer Electronics, vol. 61, no. 4, pp. 555-563, Nov. 2015)
Lesson:shape adaptive attention negative 20260722 + (Draft PR for the bounded shape-adaptive attention study)