MountDB extends RocksDB with Memtable-level model reuse and a block-aware learned disk index, reporting up to 1.5X write and 2.1X read throughput over state-of-the-art on large-scale workloads.
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2026 2verdicts
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Second-generation serverless platforms using lightweight isolates and edge deployment achieve roughly 10 ms warm latency and negligible cold starts, according to architecture analysis of seven platforms and microbenchmarks totaling over 38 million function calls.
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A Pragmatic Approach to Learned Indexing in RocksDB: Targeted Optimizations with Minimal System Modification
MountDB extends RocksDB with Memtable-level model reuse and a block-aware learned disk index, reporting up to 1.5X write and 2.1X read throughput over state-of-the-art on large-scale workloads.
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New Kids: An Architecture and Performance Investigation of Second-Generation Serverless Platforms
Second-generation serverless platforms using lightweight isolates and edge deployment achieve roughly 10 ms warm latency and negligible cold starts, according to architecture analysis of seven platforms and microbenchmarks totaling over 38 million function calls.