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
Details
- External ID
- 1377373768
- Source
- GITHUB
- Company
- —
- Product
- bonsai2-small-gpu
- Website domain
- github.com
- Launched
- Sept. 19, 2026
- Cohort
- —
- Upvotes
- 54
- Upvotes percentile
- 0.8381373302587753
- Tags
- —
- Fetched at
- Sept. 23, 2026, 5:02 p.m.
- Updated at
- Sept. 23, 2026, 5:02 p.m.
Enrichment
- Theme
- gpu compute and acceleration tools
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- inference optimization for bonsai 2 on consumer gpus
- Manually corrected
- False
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 — 136 launches clear the similarity bar, closest 8 shown.
Attention rank: #23 of 137 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 305 days after the earliest competitor.
- Bonsai 1.7B ternary model at 442T/s on M4 Max · hn · 2026-05-04 · 13 upvotes · similarity 0.56
- lmstudio-prism-bonsai · github · 2026-09-21 · 9 upvotes · similarity 0.54
- ninfer-ternary-bonsai-ada · github · 2026-09-20 · 23 upvotes · similarity 0.51
- Bonsai-27B-NInfer · github · 2026-09-24 · 10 upvotes · similarity 0.49
- Running PrismML's Bonsai inside DRAM by breaking DDR4 timing rules · hn · 2026-07-23 · 23 upvotes · similarity 0.49
- mlxfast-bonsai2-27b-engine · github · 2026-09-24 · 30 upvotes · similarity 0.47
- LumaDock - Blackwell GPU VPS · ph · 2026-09-14 · 2 upvotes · similarity 0.45
- OS Megakernel that match M5 Max Tok/w at 2x the Throughput on RTX 3090 · hn · 2026-04-08 · 6 upvotes · similarity 0.43
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a model & infra tool for Fintech yet.