

The Type 1 Civilization Toolkit
26 perf libs, 182,000x sort, 208x KVcache, 29x decompress
What is The Type 1 Civilization Toolkit?
26 C++ and python libraries each benchmarked against the current category leader with documented losses. NSSort is 182,000x faster than IPS4o on structured distributions. NSKVCache compresses 1M token context to 168MB from 35GB raw FP16. NSFix runs 18.8x QuickFIX throughput. NSComp decompresses 29x faster than zstd. Every product documents where it loses. Run any benchmark yourself with one make command. Free for individuals. More information at ofmagnitude.com
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