We Beat MLPerf: Modern Storage for KV Offload and LLM Training
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HN · launched Sep 5, 2026 · 35 upvotes (top 19%) · 0 views
Niche: llm optimization tools · 127 launches, 9 in the last 7 days ▲ +50% · Explore this niche →
Category and tags
- Horizontal
- Data infrastructure
- B2B
- AI feature
- Commercial product
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More like this: all 127 launches in llm optimization tools →
Could you build this?
No Beating MLPerf storage benchmarks for LLM training and KV offload requires specialized low-level kernel, storage fabric, and high-performance distributed systems engineering.
What it would actually take: Building this requires systems programming in C++ or Rust using io_uring, SPDK, RDMA/RoCE, and GPUDirect Storage (GDS) to bypass standard OS filesystem overhead. The hard parts are saturating 400Gbps+ interconnects, minimizing tail latencies under massive concurrent GPU read/write bursts, and managing tiered NVMe/DRAM offloading. This demands a team of world-class distributed storage engineers and access to expensive multi-GPU testing clusters.
Discussion
1 comment analyzed.
Competitors
Other products that read as similar to this one : 3269 launches clear the similarity bar, closest 8 shown.
Attention rank: #610 of 3270 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 310 days after the earliest competitor.
- UL-SMF · hn · 2026-08-17 · 13 upvotes · similarity 0.67
- LoongForge-A high-performance training framework for LLM, VLM, VLA, Wan · hn · 2026-05-21 · 10 upvotes · similarity 0.61
- cetrafs · github · 2026-10-22 · 21 upvotes · similarity 0.60
- TidesDB · hn · 2025-11-09 · 14 upvotes · similarity 0.60
- WonderBox · github · 2026-09-20 · 181 upvotes · similarity 0.59
- KV and wide-column database with CDN-scale replication · hn · 2025-12-14 · 6 upvotes · similarity 0.59
- A 10KiB kernel for cloud apps · hn · 2026-01-14 · 68 upvotes · similarity 0.57
- Togeari · github · 2026-10-20 · 12 upvotes · similarity 0.57
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