bonsai2-small-gpu
run ternary bonsai 2 27b well on the gpus people own: serve lines per vram tier, a 1.5x decode kernel for the prismml fork, the qwen 3.8 mtp head grafted back, sweeps by pr
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GITHUB · launched Sep 19, 2026 · 54 upvotes (top 16%) · 0 views
Niche: llm inference and deployment tools · 188 launches, 6 in the last 7 days · 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 Writing custom GPU decode kernels (CUDA/Triton) and grafting multi-token prediction heads for quantized 27B ternary models requires deep low-level ML systems and compiler engineering.
What it would actually take: This project requires custom CUDA/Triton decode kernels optimized for ternary weight representations, memory hierarchy tuning across VRAM tiers, and surgically modifying model architectures (grafting Qwen 3.8 MTP heads). The stack involves PyTorch C++ extensions, CUDA, FlashAttention internals, and custom GEMM/GEMV implementations. Success requires a specialized GPU systems engineer with deep expertise in LLM inference engines and hardware-level performance profiling.
Competitors
Other products that read as similar to this one : 300 launches clear the similarity bar, closest 8 shown.
Attention rank: #48 of 301 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 319 days after the earliest competitor.
- Bonsai 1.7B ternary model at 442T/s on M4 Max · hn · 2026-05-04 · 13 upvotes · similarity 0.57
- Maple · hn · 2026-11-08 · 21 upvotes · similarity 0.55
- lmstudio-prism-bonsai · github · 2026-09-21 · 9 upvotes · similarity 0.55
- ninfer-ternary-bonsai-ada · github · 2026-09-20 · 23 upvotes · similarity 0.51
- Bonsai-27B-NInfer · github · 2026-09-24 · 10 upvotes · similarity 0.51
- Running PrismML's Bonsai inside DRAM by breaking DDR4 timing rules · hn · 2026-07-23 · 23 upvotes · similarity 0.50
- 3080-20g-p2p · github · 2026-10-25 · 13 upvotes · similarity 0.49
- mlxfast-bonsai2-27b-engine · github · 2026-09-24 · 30 upvotes · similarity 0.48
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