docs: lmcache-turbo-quant-serde README + bench note fix - #14
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Documents installation, quick start, LMCache v1 architecture (eviction → serde → L2 backend flow), wire format, configuration reference, CPU benchmark table, and a prioritised roadmap (CUDA kernel, async pipeline, 3-bit unpack, per-layer bit allocation, PyPI release). Also removes the stale bench_serde.py note that called the 3-bit packer "Python-level" — it was vectorised in v0.6 (PR #12). Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Adds a short section pointing to the lmcache-turbo-quant-serde plugin — 3-line setup snippet, bits trade-off table, and a link to the full integrations/lmcache/README.md. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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Summary
integrations/lmcache/README.mddocumenting the LMCache v1 serde pluginbitstrade-off guide, CPU benchmark numbers, and a prioritised roadmapbench_serde.pythat called the 3-bit packer "Python-level" — it was vectorised in PR fix: vectorize 3-bit and 6-bit bitstream packing (~1900× speedup) #12 / tqai v0.6Test plan
integrations/lmcache/README.md— verify all code snippets and table values match source truthpython benchmarks/bench_serde.pyfrom the integration dir — confirm the updated note appears and numbers match the README table