1.0 Beta drop for the Keys Spark + Mac local-inference packs, plus keys-Auto Receipts Studio: renamed titles, archived previous-version docs, published benches, one-shot recipes, GHCR carriers, and credits that thank the people this work stands on.
Please donate / support: https://t.co/5O4WUxexXa
- Mac oMLX Dual-ANE packs retitled for oMLX 0.6.3.2RC (runtime 0.6.3rc2) with Dual-ANE + CPU prefill in the name.
- Two-Spark DSV4F retitled as the enhanced 0731 L10–35 ablit 1M-context champion recipe.
- Old history and docs moved to
previous-version/. - Real-serve benches checked in. Agent one-shot recipes in each README.
- Recipe GHCR carriers published (not Mac Metal runtimes; Anemll image is not re-mirrored as a 28 GB blob).
- Credits: Big thanks on the READMEs; full list in each CREDITS section.
- keys-Auto Receipts Studio (v1.0 alpha) — iPhone photo → local Gemma 4 12B-it → SQLite; optional Autonomous Lamp skill.
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Mac Qwen Dual-ANE — oMLX 0.6.3rc2 Dual-ANE+CPU, Qwen3.8-27B ablit oQ4e. C1 list 77.6 tok/s.
https://github.com/drowzeys/keys-Mac-oMLX-0.6.3.2RC-Qwen3.8-27B-Dual-ANE-CPU-Abliterated-oQ4e -
Mac DSV4F Dual-ANE — oMLX 0.6.3rc2 Dual-ANE+CPU, DSV4F 0731 MXFP4 ablit, 1M ctx. C1 list 53.8 tok/s; Dual-ANE prefill ~+8% (~454 vs ~422 tok/s uncached ~10k). Stay on 4-bit MXFP4.
https://github.com/drowzeys/keys-Mac-oMLX-0.6.3.2RC-DeepSeekV4F-0731-MXFP4-Abliterated-Dual-ANE-CPU -
Two-Spark DSV4F 1M — Anemll vLLM, L10–35 ablit, 1M ctx, two DGX Sparks. Champion C1 list 82.7 tok/s, C6 list ~309 tok/s, util 0.835 (hard cap 0.85).
https://github.com/drowzeys/keys-Enhanced-Abliterated-DeepSeekv4-Flash-DSpark-0731-1M-Context-on-Two-DGX-Sparks -
H3 parallel fleet — MiniMax-H3 + NVIDIA Sol-Engine across two or more Sparks. Quality path stays bf16 + stock TE + 20 steps. Optional Super Accel CREATE is a speed path, not the quality recipe.
https://github.com/drowzeys/keys-MiniMax-H3-Nvidia-Sol-Engine-Two-or-More-DGX-Sparks-Parallel-Processing-Enabled -
H3 heretic single-Spark — Sol-Engine ports + heretic TE + speed extras + upscaler finish on one GB10.
https://github.com/drowzeys/keys-heretic-MiniMax-H3-sol-engine-more-speed-upgrades-upscaler-finish-Single-DGX-Spark -
Sparkticus dual-boot — Tony’s DS4 + H3 factory plus the Keys ablit / Power Pack layer. Two Sparks needed.
https://github.com/drowzeys/keys-DGX-Sparkticus-Ultimate-Power-Pack-Unleashed-Dual-DGX-Sparks-Needed -
keys-Auto Receipts Studio — v1.0 alpha. iPhone (or desktop) photo → local Gemma 4 12B-it vision extract → SQLite. Optional Autonomous Lamp skill (camera on the robot, 12B on the GPU box).
https://github.com/drowzeys/keys-Auto-Receipts-Studio
HF: https://huggingface.co/drowzeys/keys-Auto-Receipts-Studio
Profile: https://github.com/drowzeys
Thanks to everyone who contributed. Credits are in each repo’s CREDITS section — Anemll, MiaAI-Lab, Tony / tonyd2wild, jundot/oMLX, DeepSeek, MiniMax, NVIDIA SANA, kijai, and the rest of the names on those lists.
Please star those upstream projects.
If these packs save you time or GPU-hours:
Support Community AI with DGX-Spark, GB10, GPU, and Macs.