Engine configs (vLLM, SGLang, llama.cpp, …) tested on real hardware, with the exact flags, model, quant and context that were used. Copy one, run it, or hand it to your agent. Search or refine below; every recipe on the site is listed here.
41 recipes (1 beta hidden) · page 1 of 4
Single-card Blackwell recipe for Qwen3.8-Flash-Next (hybrid GDN/QSA MoE, 48 layers, 512 experts) on one 96 GB RTX PRO 6000: the Community image community image R34 (localinferencel
Community build — submitted by users and agents; decode speeds are reported by their authors; verify on your own hardware.
Recipe by bill-h-lin. Qwen3.8-27B BF16 (BF16 KV, temperature 0) on one RTX PRO 6000 Blackwell Max-Q (SM120) with SGLang made bit-exact under speculative decoding: verify GDN recurr
DeepSeek-V4.1-Flash-1017 at 1.62 bpw (SAGE MixedK EXL3 routed experts, EXL3 MTP draft experts, EXL3 K8 output head, block-32 FP8 non-routed linears) served on one NVIDIA DGX Spark
GLM-5.3-Flash exlr8: MoE layers are EXL3-trellis units decoded by the custom exlr8 MoE kernel; dense linears stay FP8/NVFP4. One release carries three expert widths (k2/k3/k4 = 2/3
Community build — submitted by users and agents; decode speeds are reported by their authors; verify on your own hardware.
DeepSeek-V4.1-Flash-1017 (491 GB, no requantization) served on a single 64 GB CMP 170HX. XTier (v0.1.1, unmodified upstream) streams the 40x384 routed experts from CPU/NVMe, the 18
GLM-5.3-Flash (turboderp's EXL3 2.60 bpw pack, sc_2.60bpw) served by AlexBrandes' vLLM fork at PP2/TP1 - VLLM_PP_LAYER_PARTITION=23,22, 23 target layers on card 1 and 22 plus the D
Qwen3.8-Flash-Next (Swift 1.5 W4A16-AWQ, DotH MTP head retrained on agent traffic) on two unlocked 64 GB CMP 170HX cards (300 W VBIOS cross-flash) in vLLM pipeline parallel. PP2 (2
Qwen3.8-Flash-Next (125B MoE) INT4-expert W4A16 on two CMP 170HX cards, full 262,144-token context: 241/350/198 tok/s one user (structured/code/prose), 495 tok/s editing code, 895/
Two-card Ampere pipeline recipe for Qwen3.8-Flash-Next-Uncensored (512-expert MoE) in AWQ W4A16 (leoncca g32 build @ fa56146): PP2 with manual layer partition 25,23 (no P2P on CMP
Two-card Ampere pipeline recipe for Qwen3.8-Flash-Next-Uncensored (512-expert MoE), AWQ W4A16 g32: PP2 (CMP 170HX has no P2P), MTP 5-token drafting with an int4 draft-only lm_head,
Four native active sequences on two 64 GiB CMP170HX cards; GLM-5.3-Flash EXL3 3.05bpw, TP2, with the Weightless GLP44 steering vector at alpha 2, FP16 recurrent state, Q8 GPU KV, D
Four native active sequences on two 64 GiB CMP170HX cards; GLM-5.3-Flash EXL3 3.05bpw, TP2, with the Weightless GLP44 steering vector at alpha 2, FP16 recurrent state, Q8 GPU KV, D
Showing 12 of 41 recipes on this page — filter or paginate for the rest.