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결과 목록

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)
Lesson:compare identical source envelopes at long run boundaries 5f58511d + (b200-2-generation-20260717-a03 failed decision SHA-256 bc1bc823814e18d471233e87817328e1b1c1f742b96fcb5f061cc925ce10e0ec; both model artifacts collected; GPU0 only; all resources released)
Lesson:research autopilot 20260720t030001z gpu + (boundary_ordering_cuda.json artifact from L40S GPU3 run)
Lesson:dlora dynamically orchestrating requests and adapters for lora llm serving 3827bfa3 + (dLoRA: Dynamically Orchestrating Requests and Adapters for LoRA LLM Serving. OSDI 2024.)
Lesson:research autopilot 20260723t030001z + (docs/evidence/diversifier_track_ablation_transfer_v3.json: 4 cells all 1-lineage [seed_defensive_cash], two_lineage=False, supported=False)
Lesson:research autopilot 20260721t090001z + (docs/evidence/divsweep_pool_v3_leaderboard.csv (v3 pool, 3 gate-passers unchanged from v2))
Lesson:dwkv failed run fail closed + (experiments/archive/FAILED_RUNS.md; experiments/archive/pre_seed_fix/README.md; tests/legacy/test_sharegpt_harness.py)
Lesson:dwkv metric mismatch + (experiments/archive/SOTA_RUN_FINDINGS.md:230-359; research/archive/PROGRESS_PRE_PIVOT.md)
Lesson:dwkv kv saturation unproven + (experiments/archive/SOTA_RUN_FINDINGS.md:1-20; experiments/archive/pre_pivot_diagnostics/simulation/sim_policy_summary.md:35-42; scripts/legacy/dwkv/dwkv_diagnostics.py)
Lesson:dwkv collinear slo confound + (experiments/archive/pre_pivot_diagnostics/simulation/sim_policy_summary.md; research/archive/PROGRESS_PRE_PIVOT.md; experiments/archive/SOTA_RUN_FINDINGS.md)
Lesson:dwkv prompt seed bug + (experiments/archive/pre_seed_fix/README.md; research/archive/PROGRESS_PRE_PIVOT.md; scripts/legacy/dwkv/run_online_experiment.py:212-321)
Lesson:research autopilot 20260721t210001z + (experiments/diversifier_outer_window_folds.py replayed on divsweep_pool_v3; deterministic (seed 20260721), reproduces docs/evidence/diversifier_outer_window_folds_v3.json byte-for-byte)
Lesson:research autopilot 20260722t090001z + (experiments/predict_working_set_knee.py (run_stability, --repeats) and committed receipt experiments/results/working_set_knee_cpu.json (experiment_id working_set_knee_predictor_v2_stability))
Lesson:pivot-b200-20260717-portability-preflight-a01 + (experiments/protocols/final_v1.json sha256 … experiments/protocols/final_v1.json sha256=528c4a83e8dac516ab6898f9b73b652c348c14d9eb5c8a2eea1e965e50949c10; scripts/pivot_calibration/generation.py sha256=edbb06672e00f08c5501410168739b8997109600e98c6ac387b29ac528d44ff8; scripts/pivot_experiment/run_plan.py sha256=4331d3de24ca909048a414cb51b98f512351406c65626d54ad419bd4f2b9e0f4; scripts/pivot_experiment/cell_worker.py sha256=4cfeaf7ce6569763d900c9760a26ca54c7cdbba8207879f53147465ba8c14867760a26ca54c7cdbba8207879f53147465ba8c14867)
Lesson:research autopilot 20260721t030001z + (experiments/results/spill_resolving_power_v1.json: one reload-law-identifying family (rect-k32-j128), counter_divergence_ratio=4.0, timing_divergence_pp=39.33, primary_falsifiable_if_challenger_true=true; other three families divergence 0pp)
Lesson:pivot-b200-20260717-portability-preflight-a01 + (experiments/runs/unreviewed/prerequisites/b200_2_model_manifest_preflight_v1.json sha256=cfa1b963e72ec934374357703eba0f46f6fe3309204ee5ee8298385cfc8d92fa)
Lesson:pivot-b200-20260717-immutable-runtime-a01 + (git commit 038c9cd00c25fc83678d4d698f8780bfc5d96369)
Lesson:pivot-b200-20260717-portable-pipeline-hash-a01 + (git commit 038c9cd00c25fc83678d4d698f8780bfc5d96369; scripts/pivot_calibration/common.py::pipeline_code_sha256)
Lesson:pivot-b200-20260717-native-extension-boundary-a01 + (git commit 8ca2dbb68d202a8ba8b4ae226b64d77ec3e604ca; scripts/pivot_experiment/b200_migration_generation.py::_native_extension_sha256)
Lesson:compare identical source envelopes at long run boundaries 5f58511d + (git commit 99ccfb7b7 with source-envelope regression; 285 scripts tests passed and changed-file pre-commit passed)
Lesson:bind only vllm rpc sockets to a short private path 4bf9d75f + (git commit dd81c5ff9 and local test receipts: 34 focused passes, 283 full scripts passes, changed-file pre-commit pass)
Lesson:pivot-b200-20260717-venv-launcher-identity-a01 + (git commit fd7f9bdb5817c497996b6c44c233010a743cdb74)
Lesson:research autopilot 20260726t090001z + (leave_one_shape_out on results/l40s_gpu3_bsr_dispatch.json (63 pts, 3 folds): parametric +2.6%/fs=0, nearest_lookup +22.2%/fs=9, exact-lookup=always_dense +15.0%, atlas +86.5%)
Lesson:pivot-b200-20260717-portability-preflight-a01 + (research/EXPERIMENT_PROTOCOL_V1.md sha256=f0c5c62efbb57fa05e52786f814595b2a2812249cfa5a7ffff584f15e1ba793b; research/CALIBRATION_PIPELINE_V1.md sha256=25c0dc3642478b41936306c7dbbef9a0fb80f4f08e705d116325acf1eb17d194)
Lesson:dwkv legacy patch not repro + (research/archive/dwkv_v0.21.0.patch.RETRACTED.md; research/archive/README.md; scripts/legacy/dwkv/README.md; research/archive/dwkv_v0.21.0.patch)