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  {
    "id": "lambda-labs-docs-1",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai",
    "excerpt": "Launch 16x to 512x NVIDIA H100 or B200 GPU clusters instantly, or start with a single-node instance. No long-term commitments.",
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  {
    "id": "lambda-labs-docs-2",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/",
    "excerpt": "Lambda also preinstalls Lambda Stack, a standard set of AI/ML-related drivers, tools, and frameworks, on the instance",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-3",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/",
    "excerpt": "each ODC instance provides a JupyterLab installation for creating and managing Jupyter notebooks",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-4",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/",
    "excerpt": "GPU Base: An image based on Ubuntu Server that includes a minimal set of key AI/ML tools and drivers.",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-5",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/creating-managing-instances/",
    "excerpt": "You can also launch instances programmatically by using the Lambda Cloud API.",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-6",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/creating-managing-instances/",
    "excerpt": "you can add launch-time configuration instructions using [cloud-init]",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-7",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/connecting-instance/",
    "excerpt": "You can connect to your On-Demand Cloud (ODC) instances directly through SSH or by using the preinstalled JupyterLab server.",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-8",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/1-click-clusters/",
    "excerpt": "1-Click Clusters (1CC) are high-performance clusters composed of both GPU and CPU nodes, featuring 16 to 512 NVIDIA H100 or B200 SXM Tensor Core GPUs.",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-9",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/filesystems/",
    "excerpt": "A filesystem is a high-capacity regional file store you can attach to your instance to store datasets and back up system state.",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-10",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/billing/",
    "excerpt": "ODC prices instances by hourly usage and bills in one-minute increments.",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-11",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/firewalls/",
    "excerpt": "You can restrict incoming traffic to the instances in a workspace... by creating firewall rules on the Firewall page",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/managed-kubernetes/",
    "excerpt": "MK8s provides a Kubernetes environment with GPU and InfiniBand (RDMA) support, and shared persistent storage across all nodes in a 1CC.",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/managed-slurm/",
    "excerpt": "Lambda provides support according to the service level agreements (SLAs) in place with the customer.",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-14",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/managed-slurm/",
    "excerpt": "The quick start takes you from SSH to your first multi-node GPU job in minutes.",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-15",
    "tier": "claimed-docs",
    "url": "https://lambda.ai/pricing",
    "excerpt": "Production-ready clusters from 16 to 2,000+ NVIDIA B200 or H100 GPUs.",
    "fetchedAt": "2026-09-05T03:15:20.612Z"
  },
  {
    "id": "lambda-labs-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/",
    "excerpt": "On-Demand Cloud (ODC) provides on-demand access to Linux-based, GPU-backed virtual machine instances.",
    "fetchedAt": "2026-09-05T03:16:49.286Z"
  },
  {
    "id": "lambda-labs-docs-17",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/filesystems/",
    "excerpt": "A _filesystem_ is a high-capacity regional file store you can attach to your instance to store datasets and back up system state.",
    "fetchedAt": "2026-09-05T03:16:49.286Z"
  },
  {
    "id": "lambda-labs-docs-18",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/firewalls/",
    "excerpt": "You can restrict incoming traffic to the instances in a workspace...by creating firewall rules on the [Firewall page]",
    "fetchedAt": "2026-09-05T03:16:49.286Z"
  },
  {
    "id": "lambda-labs-docs-19",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai",
    "excerpt": "Private Cloud is the ideal solution for organizations requiring a single-tenant cluster with 1,000+ GPUs. Private Cloud customers have low-level access to their cluster infrastructure.",
    "fetchedAt": "2026-09-05T03:16:49.286Z"
  },
  {
    "id": "lambda-labs-docs-20",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/creating-managing-instances/",
    "excerpt": "To view your monthly usage, navigate to the [Usage page]...and then click the **Instances** tab.",
    "fetchedAt": "2026-09-05T03:16:49.286Z"
  },
  {
    "id": "lambda-labs-docs-21",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/",
    "excerpt": "ODC offers a variety of predefined instance types to support different workload requirements. Available GPUs include the state-of-the-art NVIDIA HGX B200 GPU, NVIDIA GH200 Grace Hopper Superchip, and NVIDIA H100 Tensor Core GPU",
    "fetchedAt": "2026-09-05T03:18:28.002Z"
  },
  {
    "id": "lambda-labs-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/",
    "excerpt": "GPU Base: An image based on Ubuntu Server that includes a minimal set of key AI/ML tools and drivers... Use if: You want a minimal working setup with a high degree of control over your Python environment.",
    "fetchedAt": "2026-09-05T03:18:28.002Z"
  },
  {
    "id": "lambda-labs-docs-23",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/creating-managing-instances/",
    "excerpt": "You can also launch instances programmatically by using the Lambda Cloud API. For details, see Launch instances",
    "fetchedAt": "2026-09-05T03:18:28.002Z"
  },
  {
    "id": "lambda-labs-docs-24",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/creating-managing-instances/",
    "excerpt": "If you're launching your instance with the Lambda Cloud API, you can add launch-time configuration instructions using cloud-init",
    "fetchedAt": "2026-09-05T03:18:28.002Z"
  },
  {
    "id": "lambda-labs-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/filesystems/",
    "excerpt": "This adapter allows you to use S3-compatible tools like rclone and s5cmd to copy files to and from your filesystems and perform common file operations.",
    "fetchedAt": "2026-09-05T03:18:28.002Z"
  },
  {
    "id": "lambda-labs-docs-26",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/managed-kubernetes/",
    "excerpt": "Monitor GPU usage with the NVIDIA DCGM Grafana dashboard.",
    "fetchedAt": "2026-09-05T03:18:28.002Z"
  },
  {
    "id": "lambda-labs-docs-27",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/managed-slurm/",
    "excerpt": "Lambda monitors and maintains the health of Slurm daemons such as slurmctld and slurmdbd.",
    "fetchedAt": "2026-09-05T03:18:28.002Z"
  },
  {
    "id": "lambda-labs-docs-28",
    "tier": "claimed-docs",
    "url": "https://lambda.ai/pricing",
    "excerpt": "Deploy NVIDIA B200, H100, A100, or GH200 instances in minutes with self-serve, first-come access.",
    "fetchedAt": "2026-09-05T03:18:28.002Z"
  },
  {
    "id": "lambda-labs-docs-29",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/creating-managing-instances/",
    "excerpt": "the API allows you to use a different base image for your instance",
    "fetchedAt": "2026-09-05T03:19:51.148Z"
  },
  {
    "id": "lambda-labs-docs-30",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/filesystems/",
    "excerpt": "This adapter allows you to use S3-compatible tools like `rclone` and `s5cmd` to copy files to and from your filesystems",
    "fetchedAt": "2026-09-05T03:19:51.148Z"
  },
  {
    "id": "lambda-labs-docs-31",
    "tier": "claimed-docs",
    "url": "https://cloud.lambda.ai/api/v1/openapi.json",
    "excerpt": "The Lambda Cloud API provides a set of REST API endpoints you can use to create and manage your Lambda Cloud resources.",
    "fetchedAt": "2026-09-05T03:19:51.148Z"
  },
  {
    "id": "lambda-labs-docs-32",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/on-demand/creating-managing-instances/",
    "excerpt": "If you're launching your instance with the Lambda Cloud API, you can add launch-time configuration instructions using cloud-init.",
    "fetchedAt": "2026-09-05T03:21:23.299Z"
  },
  {
    "id": "lambda-labs-docs-33",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/managed-kubernetes/",
    "excerpt": "MK8s provides a Kubernetes environment with GPU and InfiniBand (RDMA) support, and shared persistent storage across all nodes in a 1CC. Clusters are preconfigured so you can deploy workloads without additional setup.",
    "fetchedAt": "2026-09-05T03:21:23.299Z"
  },
  {
    "id": "lambda-labs-docs-34",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/managed-slurm/",
    "excerpt": "Lmod for environment management: Use Lmod to dynamically load and unload software modules available on the cluster, such as HPC-X, Node.js, and uv.",
    "fetchedAt": "2026-09-05T03:21:23.299Z"
  },
  {
    "id": "lambda-labs-docs-35",
    "tier": "claimed-docs",
    "url": "https://lambda.ai/pricing",
    "excerpt": "Contact us for reserved capacity at our lowest prices.",
    "fetchedAt": "2026-09-05T03:21:23.299Z"
  },
  {
    "id": "lambda-labs-docs-36",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/public-cloud/1-click-clusters/",
    "excerpt": "1-Click Clusters (1CC) are high-performance clusters composed of both GPU and CPU nodes, featuring 16 to 512 NVIDIA H100 or B200 SXM Tensor Core GPUs...enabling peer-to-peer GPUDirect RDMA at up to 3200 Gb/s",
    "fetchedAt": "2026-09-05T03:23:12.603Z"
  },
  {
    "id": "lambda-labs-docs-37",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/managed-slurm/",
    "excerpt": "Slurm automatically schedules workloads, maximizing cluster utilization while preventing resource contention.",
    "fetchedAt": "2026-09-05T03:23:12.603Z"
  },
  {
    "id": "lambda-labs-docs-38",
    "tier": "claimed-docs",
    "url": "https://docs.lambda.ai/managed-slurm/",
    "excerpt": "Lambda monitors and maintains the health of Slurm daemons such as `slurmctld` and `slurmdbd`.",
    "fetchedAt": "2026-09-05T03:23:12.603Z"
  },
  {
    "id": "lambda-labs-docs-39",
    "tier": "claimed-docs",
    "url": "https://cloud.lambda.ai/api/v1/openapi.json",
    "excerpt": "The Lambda Cloud API provides a set of REST API endpoints you can use to create\\nand manage your Lambda Cloud resources.",
    "fetchedAt": "2026-09-05T03:23:12.603Z"
  },
  {
    "id": "lambda-labs-docs-40",
    "tier": "claimed-docs",
    "url": "https://cloud.lambda.ai/api/v1/openapi.json",
    "excerpt": "Lambda can send webhook notifications to your URL when support ticket events occur,\\nenabling near real-time integration with your systems.",
    "fetchedAt": "2026-09-05T03:23:12.603Z"
  },
  {
    "id": "lambda-labs-docs-41",
    "tier": "claimed-docs",
    "url": "https://lambda.ai/pricing",
    "excerpt": "Clear, straightforward pricing for Instances, 1-Click Clusters\u2122, and Superclusters.",
    "fetchedAt": "2026-09-05T03:23:12.603Z"
  },
  {
    "id": "lambda-labs-comm-1",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/43563049",
    "excerpt": "User left a Lambda Labs GH200 instance running after brief testing and was billed $583 for 391 hours. Lambda's support said: 'Lambda does not distinguish between idle and in use instance states, so any time a running instance is attached... will be billed for.' User called it '390x overbilling' and said Lambda seemed to not care.",
    "fetchedAt": "2026-09-05T03:24:37.528Z"
  },
  {
    "id": "lambda-labs-comm-2",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/36359076",
    "excerpt": "Lambda Labs dropped H100 on-demand GPU pricing to $1.99/GPU/Hour (announced via Twitter, June 2023).",
    "fetchedAt": "2026-09-05T03:24:37.528Z"
  },
  {
    "id": "lambda-labs-comm-3",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/46621786",
    "excerpt": "A developer built an unofficial CLI and MCP server for Lambda cloud GPU instances, enabling AI agents to find, launch, and terminate Lambda GPU instances (e.g. 'launch an H100, ssh in, run a job'), with Slack/Discord/Telegram notifications when instances are SSH-ready.",
    "fetchedAt": "2026-09-05T03:24:37.528Z"
  },
  {
    "id": "lambda-labs-probe-1",
    "tier": "probe",
    "url": "https://docs.lambda.ai/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 404 at https://docs.lambda.ai/llms.txt",
    "fetchedAt": "2026-09-05T03:25:31.065Z"
  },
  {
    "id": "lambda-labs-probe-2",
    "tier": "probe",
    "url": "https://docs.lambda.ai/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://docs.lambda.ai/openapi.json, https://docs.lambda.ai/swagger.json, https://docs.lambda.ai/api/openapi.json, https://docs.lambda.ai/.well-known/openapi.json)",
    "fetchedAt": "2026-09-05T03:25:31.065Z"
  },
  {
    "id": "lambda-labs-probe-rt-1",
    "tier": "probe",
    "url": "https://docs-api.lambda.ai/api/cloud",
    "excerpt": "PROBE runtime (recorded 2026-09-05): https://cloud.lambda.ai/api/v1/openapi.json serves the full Lambda Cloud API OpenAPI 3.1 spec (title 'Lambda Cloud API', documented rate limits: 1 req/s general, launch limited per 12s) keylessly, and a bare GET to /api/v1/instances answers HTTP 401 \u2014 the instance-provisioning REST API is live and key-gated.",
    "fetchedAt": "2026-09-05T03:30:25.000Z"
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]