UL-SMF
Open-source linear-complexity ~300x KV-cache compression
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HN · launched Aug 17, 2026 · 13 upvotes (top 34%) · 0 views
Niche: llm inference and deployment tools · 188 launches, 7 in the last 7 days ▲ +17% · Explore this niche →
Category and tags
- Horizontal
- Model & infra
- Developer
- AI-native
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 188 launches in llm inference and deployment tools →
Could you build this?
No Implementing ~300x KV-cache compression with linear complexity requires novel deep learning research, custom CUDA/Triton kernels, and mathematical expertise in matrix factorization and attention mechanisms.
What it would actually take: Requires writing custom GPU kernels (CUDA/C++ or Triton) integrated into an inference engine like vLLM or Hugging Face Transformers. The engineering demands deep theoretical knowledge of attention KV-caches, structured matrix factorization (SMF), and low-level GPU memory bandwidth optimization to achieve compression without unacceptable perplexity degradation.
Discussion
1 comment analyzed.
Concerns raised: Cosine similarity not suitable for attention compression, Lack of clear demonstration that it works
Competitors
Other products that read as similar to this one : 3151 launches clear the similarity bar, closest 8 shown.
Attention rank: #1019 of 3152 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 290 days after the earliest competitor.
- compressed-cache-fpga · github · 2026-10-26 · 14 upvotes · similarity 0.73
- KVBoost · hn · 2026-05-22 · 20 upvotes · similarity 0.72
- Taliesin · hn · 2026-06-04 · 10 upvotes · similarity 0.68
- We Beat MLPerf: Modern Storage for KV Offload and LLM Training · hn · 2026-09-05 · 35 upvotes · similarity 0.67
- winace-compression-suite · github · 2026-11-10 · 102 upvotes · similarity 0.66
- UltraCompress · hn · 2026-05-08 · 6 upvotes · similarity 0.65
- nibnib · github · 2026-10-30 · 150 upvotes · similarity 0.65
- Nønos · hn · 2025-12-23 · 9 upvotes · similarity 0.62
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