GPU Compass: Navigate the GPU Frontier Across 20+ Clouds & 2K+ Offerings
Introducing GPU Compass: One dashboard to browse, compare pricing, and launch across every GPU cloud.
SkyPilot Blog
Guides, posts, and resources from SkyPilot.
Engineering
SkyPilot Agent Skill: Let Agents Manage Your GPUs
With the SkyPilot Agent Skill, your AI coding agent can launch clusters, run training jobs and manage cloud resources across any infrastructure using natural language.
Research-Driven Agents: What Happens When Your Agent Reads Before It Codes
Coding agents working from code alone generate shallow hypotheses. Adding a research phase — arxiv papers, competing forks, other backends — produced 5 kernel fusions that made llama.cpp CPU inference 15% faster.
Scaling Karpathy's Autoresearch: What Happens When the Agent Gets a GPU Cluster
Karpathy's autoresearch runs one experiment at a time. We gave it access to our GPU infra and let it run experiments in parallel.
SkyPilot Recipes: Templatize your AI Workflows
SkyPilot Recipes let you store SkyPilot YAMLs in a shared, team-accessible registry. Launch workloads directly from the CLI without local files.
SkyPilot Job Groups: Run RL on Heterogenous Hardware
SkyPilot Job Groups let you define heterogeneous RL workloads in a single YAML. Run your PPO trainer on beefy H100s, rollout servers on cheap T4s, and replay buffers on high-memory CPUs, all as one managed job.
Don't Run OpenClaw on Your Main Machine
OpenClaw gives an AI agent full access to your system. Here's why you should run it on an isolated cloud VM, and how to set that up.
SkyPilot Admin Policies: Enforce GPU Governance Without Slowing Down AI Teams
SkyPilot Admin Policies let you enforce cost controls, security rules, and compliance requirements automatically — without slowing down your engineering team.
Migrating from Slurm to Kubernetes
Moving from Slurm to Kubernetes doesn't have to mean losing the workflow you know. Here's how SkyPilot brings Slurm-like simplicity to K8s.
SkyPilot Volumes: Fast and Persistent Storage for AI Workloads
Mount Kubernetes PVCs to your clusters for 10-100x faster data access with persistent storage that survives across job lifecycles.
Scaling SAM3 Video Segmentation on Multiple Kubernetes clusters and Clouds with SkyPilot
Run Meta's SAM3 on large video archives distributed across AWS and Kubernetes clusters with SkyPilot Pools.
Launch AI Jobs faster with SkyPilot Templates
SkyPilot now includes predefined templates to launch clusters with popular frameworks and patterns. Deploy fully configured environments without writing long YAMLs.
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