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Capping GPU clocks on NVIDIA GB10: -12C peak temp, -36% GPU power, ~1.6% throughput cost. Measurement harness, raw data, and the systemd unit.
Machine Learning Engineering Open Book
Measured vLLM serving for 1–2 NVIDIA DGX Spark (GB10): TP=2 RoCE flagship, validation ledger, stranger-ready Path A/B onboarding.
MiniMax-H3 33B audio+video DiT accelerated 1.54x on a single NVIDIA DGX Spark (GB10, sm_121): NVIDIA Sol-Engine FirstBlockCache + batched VAE decode ported to single-GPU ComfyUI, Sol-Attn patched f...
MiniMax-M3 (428B, no pruning) at 36 tok/s on ×ばつ NVIDIA DGX Spark — W4A16 GPTQ + NVFP4 KV + EAGLE-3 speculative decoding on vLLM. Three serving lanes: speed / balanced / long-context.
DeepSeek V4 Flash @ 1M token context on 2x NVIDIA DGX Spark — production-tested recipe (45 tok/s decode, real 800K prompts served)
Working recipe to serve DeepSeek-V4-Flash across two NVIDIA DGX Spark (GB10) nodes with vLLM (TP=2, FP8 KV, MTP) over a RoCE/RDMA link — Docker image, launch scripts, RDMA/NCCL setup, and the gotchas.
A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.
Native web workspace for Hermes Agent — chat, terminal, memory, skills, inspector.
The safest, simplest way to manage Hermes from your Mac. Pure SSH. No gateways, no exposed ports, no browser layer.
Implement a reasoning LLM in PyTorch from scratch, step by step
Run agents like Hermes, LangChain Deep Agents, and OpenClaw more securely inside NVIDIA OpenShell with managed inference
Flexible and powerful framework for managing multiple AI agents and handling complex conversations
OPEN SOURCE IS BEAUTIFUL 𖡼 Which is why we’re open sourcing the BeautifulThings app template for loading, displaying, and interacting with 3D models on the Apple Vision Pro.
HomeKit support for the impatient.
Production-Grade Container Scheduling and Management
A core OpenShift cluster to host multicluster management applications and CI/CD tools
3 nodes cluster blueprint for Industrial Edge usecases
Recommended practices for all elements of automation using Ansible, starting with collections and roles, continuing with playbooks, inventories and plug-ins... These good practices are planned to b...
An Ansible collection for Cloudera Platform for on-premise and cloud Datahubs
A collection of policy examples for Open Cluster Management
A tool for building artifacts from source and injecting into container images
Security automation content in SCAP, Bash, Ansible, and other formats