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• Lesson:unicom a universally high performant i o completion mechanism for modern computer systems 9172fe3e  + (Post-revision corrected claims are supported at the stated source scope.)
• Lesson:advocating for key value stores with workload pattern aware dynamic compaction 9489efc9  + (Post-revision corrected claims are supported at the stated source scope.)
• Lesson:asymmetric raid rethinking raid for ssd heterogeneity bfd97257  + (Post-revision corrected claims are supported at the stated source scope.)
• Lesson:exploring the asynchrony of slow memory filesystem with easyio 0952deee  + (Post-revision corrected claims are supported at the stated source scope.)
• Lesson:understanding and mitigating covert and side channel vulnerabilities introduced by rowhammer def 0e272653  + (Preserved official abstract contradicts current headline numbers.)
• Lesson:utopia fast and efficient address translation via hybrid restrictive flexible virtual to physica 796873cf  + (Preserved official abstract contradicts current headline numbers.)

• Lesson:cache scheme of shared buffer mappings for energy efficiency of mobile devices 4b6db791  + (Preserved registry metadata contradicts malformed quotation/issue text.)
• Lesson:demand based coordinated scheduling for smp vms a57bd76a  + (Preserved registry metadata contradicts malformed quotation/issue text.)
• Lesson:efficient memory deduplication for mobile smart devices fa9b72e9  + (Preserved registry metadata contradicts malformed quotation/issue text.)

• Lesson:research autopilot 20260718t030144z-gpu  + (Read and parsed the complete JSON: GPU identity, proxy implementation scope, four shapes, equality checks, graph capture status, eager and replay timings, and verdict.)
• Lesson:research autopilot 20260718t030144z-gpu  + (Read and parsed the complete JSON: GPU identity, acceptance threshold, all four measurement rows, speedups, errors, passed flag, and verdict.)
• Lesson:research autopilot 20260718t030144z-gpu  + (Read and parsed the complete JSON: GPU identity, all 63 rows, numerical errors, unsupported-point list, nine shape/block crossover summaries, timing method, and verdict.)
• Lesson:research autopilot 20260718t030144z-gpu  + (Read and parsed the complete JSON: GPU identity, declared tolerances, all three shapes, numerical errors, forward and forward-backward timings, workarounds, and verdict.)
• Lesson:research autopilot 20260718t030144z-gpu  + (Read and parsed the complete JSON: GPU identity, four shapes, absolute and output-scale-relative errors, native-relative speedups, timing method, and verdict.)
• Lesson:research autopilot 20260718t030144z-gpu  + (Read and parsed the complete JSON: GPU identity, numerical validation, calibration fit, all crossover samples, observed capacity cliff, safe bound, and verdict.)
• Lesson:shape adaptive attention negative 20260722  + (Reviewed the experiment design, correctness boundary, policy/oracle metrics, lifecycle costs, graph replay rows, implementation-scope caveat, and artifact hashes.)
• Lesson:pivot-b200-20260717-launch-lock-a01  + (Source supports the bounded interpretation but not every historical runtime detail.)
• Lesson:pivot-b200-20260717-portability-preflight-a01  + (Source supports the bounded interpretation but not every historical runtime detail.)
• Lesson:machine validation receipts should be structurally unable to grant human acceptance 470a7c00  + (The patch deletes the attestation contract and contradicts the current operational next gate.)
• Lesson:lithos an operating system for efficient machine learning on gpus 76d95512  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:pact a criticality first design for tiered memory 20db3445  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:pivot-b200-20260717-native-extension-boundary-a01  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:a secure fast and resource efficient serverless platform with function rewind 6c6658bb  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:pivot-b200-20260717-venv-launcher-identity-a01  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:asap fast mobile application switch via adaptive prepaging 3f9602cd  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:request oriented durable write caching for application performance 951bd722  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:asynchronous i o stack a low latency kernel i o stack for ultra low latency ssds 4b00ffc9  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:swam revisiting swap and oomk for improving application responsiveness on mobile devices 79b3b8a3  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:bind only vllm rpc sockets to a short private path 4bf9d75f  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:technical review a secure fast and resource efficient serverless platform with function rewind 588a4b15  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:bypassd enabling fast userspace access to shared ssds da9e5d79  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:technical review asap fast mobile application switch via adaptive prepaging 3ea3e879  + (claim-bearing O/I/R coverage was not established; confidence forced to low)
• Lesson:characterizing mobile soc for accelerating heterogeneous llm inference 6b900bb7  + (claim-bearing O/I/R coverage was not established; confidence forced to low)