runpod · muhsinking · Dec 9, 2025 · Dec 4, 2025 · Dec 4, 2025 · Dec 4, 2025
diff --git a/containers.mdx b/containers.mdx
@@ -2,7 +2,7 @@
 title: "Containers"
 ---
 
-<Card href="/tutorials/introduction/containers/overview">
+<Card href="/tutorials/introduction/containers">
 ## 📄️ Overview
 
 Learn how to build and deploy applications on the Runpod platform with this set of tutorials, covering tools, technologies, and deployment methods, including Containers, Docker, and Serverless implementation.

diff --git a/docs.json b/docs.json
@@ -465,6 +465,17 @@
             ]
           }
         ]
+      },
+      {
+        "tab": "Release notes",
+        "groups": [
+          {
+            "group": "Release notes",
+            "pages": [
+              "release-notes"
+            ]
+          }
+        ]
       }
     ]
   },

diff --git a/pods/manage-pods.mdx b/pods/manage-pods.mdx
@@ -149,7 +149,7 @@ With custom templates, you can:
 
 * Install specific dependencies and packages.
 * Configure your development environment.
-* Create [portable Docker images](/tutorials/introduction/containers/overview) that work consistently across deployments.
+* Create [portable Docker images](/tutorials/introduction/containers) that work consistently across deployments.
 * Share environments with team members for collaborative work.
 
 ## Stop a Pod

diff --git a/pods/overview.mdx b/pods/overview.mdx
@@ -42,7 +42,7 @@ Every Pod comes with a resizable **container disk** that houses the operating sy
 
 **Volume disks** provide persistent storage that is preserved throughout the Pod's lease, functioning like a dedicated hard drive. Data stored in the volume disk directory (`/workspace` by default) persists when you stop the Pod, but is erased when the Pod is deleted. 
 
-Optional [network volumes](/pods/storage/network-volumes) provide more flexible permanent storage that can be transferred between Pods, replacing the volume disk when attached. When using a Pod with network volume attached, you can safely delete your Pod without losing the data stored in your network volume directory (`/workspace` by default).
+Optional [network volumes](/storage/network-volumes) provide more flexible permanent storage that can be transferred between Pods, replacing the volume disk when attached. When using a Pod with network volume attached, you can safely delete your Pod without losing the data stored in your network volume directory (`/workspace` by default).
 
 To learn more, see [Storage options](/pods/storage/types).
 

diff --git a/release-notes.mdx b/release-notes.mdx
@@ -0,0 +1,235 @@
+---
+title: "Product updates"
+sidebarTitle: "Product updates"
+description: "New features, fixes, and improvements for the Runpod platform."
+---
+
+<Update label="September 2025">
+## Slurm Clusters GA, cached models in beta, and new Public Endpoints available
+
+- [Slurm Clusters are now generally available](/instant-clusters/slurm-clusters): Deploy production-ready HPC clusters in seconds. These clusters support multi-node performance for distributed training and large-scale simulations with pay-as-you-go billing and no idle costs.
+- [Cached models are now in beta](/serverless/endpoints/model-caching): Eliminate model download times when starting workers. The system places cached models on host machines before workers start, prioritizing hosts with your model already available for instant startup.
+- [New Public Endpoints available](/hub/public-endpoints): Wan 2.5 combines image and audio to create lifelike videos, while Nano Banana merges multiple images for composite creations.
+
+</Update>
+
+<Update label="August 2025">
+## Hub revenue sharing launches and Pods UI gets refreshed
+
+- [Hub revenue share model](/hub/revenue-sharing): Publish to the Runpod Hub and earn credits when others deploy your repo. Earn up to 7% of compute revenue through monthly tiers with credits auto-deposited into your account.
+- [Pods UI updated](/pods/overview): Refreshed modern interface for interacting with Runpod Pods.
+
+</Update>
+
+<Update label="July 2025">
+## Public Endpoints arrive, Slurm Clusters in beta
+
+- [Public Endpoints](/hub/public-endpoints): Access state-of-the-art AI models through simple API calls with an integrated playground. Available endpoints include Whisper-V3-Large, Seedance 1.0 pro, Seedream 3.0, Qwen Image Edit, FLUX.1 Kontext, Deep Cogito v2 Llama 70B, and Minimax Speech.
+- [Slurm Clusters (beta)](/instant-clusters/slurm-clusters): Create on-demand multi-node clusters instantly with full Slurm scheduling support.
+
+</Update>
+
+<Update label="June 2025">
+## S3-compatible storage and updated referral program
+
+- [S3-compatible API for network volumes](/storage/s3-api): Upload and retrieve files from your network volumes without compute using AWS S3 CLI or Boto3. Integrate Runpod storage into any AI pipeline with zero-config ease and object-level control.
+- [Referral program revamp](/references/referrals): Updated rewards and tiers with clearer dashboards to track performance.
+
+</Update>
+
+<Update label="May 2025">
+## Port labeling, price drops, Runpod Hub, and Tetra beta test
+
+- [Port labeling](/pods/overview): Name exposed ports in the UI and API to help team members identify services like Jupyter or TensorBoard.
+- [Price drops](/pods/pricing): Additional price reductions on popular GPU SKUs to lower training and inference costs.
+- [Runpod Hub](/hub/overview): A curated catalog of one-click endpoints and templates for deploying community projects without starting from scratch.
+- **Tetra beta test**: A Python library for running code on GPU with Runpod. Add a `@remote()` decorator to functions that need GPU power while the rest of your code runs locally.
+
+</Update>
+
+<Update label="April 2025">
+## GitHub login, RTX 5090s, and global networking expansion
+
+- **Login with GitHub**: OAuth sign-in and linking for faster onboarding and repo-driven workflows.
+- **RTX 5090s on Runpod**: High-performance RTX 5090 availability for cost-efficient training and inference.
+- [Global networking expansion](/pods/networking): Rollout to additional data centers approaching full global coverage.
+
+</Update>
+
+<Update label="March 2025">
+## Enterprise features arrive, REST API goes GA, Instant Clusters in beta, and APAC expansion
+
+- [CPU Pods get network storage access](/storage/network-volumes): GA support for network volumes on CPU Pods for persistent, shareable storage.
+- **SOC 2 Type I certification**: Independent attestation of security controls for enterprise readiness.
+- [REST API release](/api-reference/overview): REST API GA with broad resource coverage for full infrastructure-as-code workflows.
+- [Instant Clusters](/instant-clusters): Spin up multi-node GPU clusters in minutes with private interconnect and per-second billing.
+- **Bare metal**: Reserve dedicated GPU servers for maximum control, performance, and long-term savings.
+- **AP-JP-1**: New Fukushima region for low-latency APAC access and in-country data residency.
+
+</Update>
+
+<Update label="February 2025">
+## REST API enters beta with full-time community manager
+
+- [REST API beta test](/api-reference/overview): RESTful endpoints for Pods, endpoints, and volumes for simpler automation than GraphQL.
+- **Full-time community manager hire**: Dedicated programs, content, and faster community response.
+- [Serverless GitHub integration release](/serverless/workers/github-integration): GA for GitHub-based Serverless deploys with production-ready stability.
+
+</Update>
+
+<Update label="January 2025">
+## New silicon and LLM-focused Serverless upgrades
+
+- **CPU Pods v2**: Docker runtime parity with GPU Pods for faster starts with network volume support.
+- [H200s on Runpod](/references/gpu-types): NVIDIA H200 GPUs available for larger models and higher memory bandwidth.
+- [Serverless upgrades](/serverless/overview): Higher GPU counts per worker, new quick-deploy runtimes, and simpler model selection.
+
+</Update>
+
+<Update label="November 2024">
+## Global networking expands and GitHub deploys enter beta
+
+- [Global networking expansion](/pods/networking): Added to CA-MTL-3, US-GA-1, US-GA-2, and US-KS-2 for expanded private mesh coverage.
+- [Serverless GitHub integration beta test](/serverless/workers/github-integration): Deploy endpoints directly from GitHub repos with automatic builds.
+- **Scoped API keys**: Least-privilege tokens with fine-grained scopes and expirations for safer automation.
+- **Passkey auth**: Passwordless WebAuthn sign-in for phishing-resistant account access.
+
+</Update>
+
+<Update label="August 2024">
+## Storage expansion and private cross-data-center connectivity
+
+- [US-GA-2 added to network storage](/storage/network-volumes): Enable network volumes in US-GA-2.
+- [Global networking](/pods/networking): Private cross-data-center networking with internal DNS for secure service-to-service traffic.
+
+</Update>
+
+<Update label="July 2024">
+## Storage coverage grows with major price cuts and revamped referrals
+
+- **US-TX-3 and EUR-IS-1 added to network storage**: Network volumes available in more regions for local persistence.
+- **Runpod slashes GPU prices**: Broad GPU price reductions to lower training and inference total cost of ownership.
+- [Referral program revamp](/references/referrals): Updated commissions and bonuses with an affiliate tier and improved tracking.
+
+</Update>
+
+<Update label="May 2024">
+## $20M seed round, community event, and broader Serverless options
+
+- **$20M seed by Intel Capital and Dell Technologies Capital**: Funds infrastructure expansion and product acceleration.
+- **First in-person hackathon**: Community projects, workshops, and real-world feedback.
+- [Serverless CPU Pods](/references/cpu-types): Scale-to-zero CPU endpoints for services that don't need a GPU.
+- [AMD GPUs](/references/gpu-types): AMD ROCm-compatible GPU SKUs as cost and performance alternatives to NVIDIA.
+
+</Update>
+
+<Update label="February 2024">
+## CPU compute and first-class automation tooling
+
+- **CPU Pods**: CPU-only instances with the same networking and storage primitives for cheaper non-GPU stages.
+- [runpodctl](/runpodctl/overview): Official CLI for Pods, endpoints, and volumes to enable scripting and CI/CD workflows.
+
+</Update>
+
+<Update label="January 2024">
+## Console navigation overhaul and documentation refresh
+
+- **New navigational changes to Runpod UI**: Consolidated menus, consistent action placement, and fewer clicks for common tasks.
+- **Docs revamp**: New information architecture, improved search, and more runnable examples and quickstarts.
+- **Zhen AMA**: Roadmap Q&A and community feedback session.
+
+</Update>
+
+<Update label="December 2023">
+## New regions and investment in community support
+
+- **US-OR-1**: Additional US region for lower latency and more capacity in the Pacific Northwest.
+- **CA-MTL-1**: New Canadian region to improve latency and meet in-country data needs.
+- **First community manager hire**: Dedicated community programs and faster feedback loops.
+- **Building out the support team**: Expanded coverage and expertise for complex issues.
+
+</Update>
+
+<Update label="October 2023">
+## Faster template starts and better multi-region hygiene
+
+- **Serverless quick deploy**: One-click deploy of curated model templates with sensible defaults.
+- **EU domain for Serverless**: EU-specific domain briefly offered for data residency, superseded by other region controls.
+- **Data-center filter for Serverless**: Filter and manage endpoints by region for multi-region fleets.
+
+</Update>
+
+<Update label="September 2023">
+## Self-service upgrades, clearer metrics, new pricing model, and cost visibility
+
+- **Self-service worker upgrade**: Rebuild and roll workers from the dashboard without support tickets.
+- **Edit template from endpoint page**: Inline edit and redeploy the underlying template directly from the endpoint view.
+- **Improved Serverless metrics page**: Refinements to charts and filters for quicker root-cause analysis.
+- [Flex and active workers](/serverless/pricing): Discounted always-on "active" capacity for baseline load with on-demand "flex" workers for bursts.
+- **Billing explorer**: Inspect costs by resource, region, and time to identify optimization opportunities.
+
+</Update>
+
+<Update label="August 2023">
+## Team governance, storage expansion, and better debugging
+
+- [Teams](/get-started/manage-accounts): Organization workspaces with role-based access control for Pods, endpoints, and billing.
+- [Savings plans](/pods/pricing): Plans surfaced prominently in console with easier purchase and management for steady usage.
+- **Network storage to US-KS-1**: Enable network volumes in US-KS-1 for local, persistent data workflows.
+- [Serverless log view](/serverless/development/logs): Stream worker stdout and stderr in the UI and API for real-time debugging.
+- **Serverless health endpoint**: Lightweight /health probe returning endpoint and worker status without creating a billable job.
+- **SOC 2 Type II compliant**: Security and compliance certification for enterprise customers.
+
+</Update>
+
+<Update label="June 2023">
+## Observability, top-tier GPUs, and commitment-based savings
+
+- **Serverless metrics page**: Time-series charts for pXX latencies, queue delay, throughput, and worker states for faster debugging and tuning.
+- [H100s on Runpod](/references/gpu-types): NVIDIA H100 instances for higher throughput and larger model footprints.
+- [Savings plans](/pods/pricing): Commitment-based discounts for predictable workloads to lower effective hourly rates.
+
+</Update>
+
+<Update label="May 2023">
+## Smoother auth and multi-region Serverless with persistent storage
+
+- **The new and improved Runpod login experience**: Streamlined sign-in and team access for faster, more consistent auth flows.
+- [Network volumes added to Serverless](/storage/network-volumes): Attach persistent storage to Serverless workers to retain models and artifacts across restarts and speed cold starts through caching.
+- **Serverless region support**: Pin or allow specific regions for endpoints to reduce latency and meet data-residency needs.
+
+</Update>
+
+<Update label="April 2023">
+## Deeper autoscaling controls, richer metrics, persistent storage, and job cancellation
+
+- **Serverless scaling strategies**: Scale by queue delay and/or concurrency with min/max worker bounds to balance latency and cost.
+- **Queue delay**: Expose time-in-queue as a first-class metric to drive autoscaling and SLO monitoring.
+- **Request count**: Track success and failure totals over windows for quick health checks and alerting.
+- **runsync**: Synchronous invocation path that returns results in the same HTTP call for short-running jobs.
+- **Network storage beta**: Region-scoped, attachable volumes shareable across Pods and endpoints for model caches and datasets.
+- **Job cancel API**: Programmatically terminate queued or running jobs to free capacity and enforce client timeouts.
+
+</Update>
+
+<Update label="April 1, 2023">
+## Serverless platform hardens with cleaner API
+
+- **Serverless API v2**: Revised request and response schema with improved error semantics and new endpoints for better control over job lifecycle and observability.
+
+</Update>
+
+<Update label="February 1, 2023">
+## Better control over notifications and GPU allocation
+
+- **Notification preferences**: Configure which platform events trigger alerts to reduce noise for teams and CI systems.
+- **GPU priorities**: Influence scheduling by marking workloads as higher priority to reduce queue time for critical jobs.
+
+</Update>
+
+<Update label="July 1, 2022">
+## Encrypted volumes for persistent data
+
+- **Runpod now offers encrypted volumes**: Enable at-rest encryption for persistent volumes with no application changes required using platform-managed keys.
+
+</Update>
diff --git a/runpodctl/reference/runpodctl-ssh-add-key.mdx b/runpodctl/reference/runpodctl-ssh-add-key.mdx
@@ -31,5 +31,4 @@ The path to a file containing the SSH public key to add. This is typically a `.p
 
 ## Related commands
 
-- [`runpodctl ssh`](/runpodctl/reference/runpodctl-ssh)
 - [`runpodctl ssh list-keys`](/runpodctl/reference/runpodctl-ssh-list-keys)
diff --git a/serverless/endpoints/manage-endpoints.mdx b/serverless/endpoints/manage-endpoints.mdx
@@ -21,7 +21,7 @@ To create a new Serverless endpoint through the Runpod web interface:
    * **Endpoint Name**: The display name for your endpoint in the console.
    * **Endpoint Type**: Select **Queue** for traditional queue-based processing or **Load balancer** for direct HTTP access (see [Load balancing endpoints](/serverless/load-balancing/overview) for details).
    * **GPU Configuration**: Select the appropriate GPU types and configure worker settings.
-   * **Model (optional)**: Enter a model URL from Hugging Face to optimize worker startup times. See [Pre-cached models](/storage/model-caching) for details.
+   * **Model (optional)**: Enter a model URL from Hugging Face to optimize worker startup times. See [Pre-cached models](/serverless/endpoints/model-caching) for details.
    * **Container Configuration**: Edit the container start command, specify the [container disk size](/serverless/storage/overview), and expose HTTP/TCP ports.
    * **Environment Variables**: Add [environment variables](/serverless/development/environment-variables) for your worker containers.
 6. Click **Create Endpoint** to deploy.

diff --git a/serverless/workers/overview.mdx b/serverless/workers/overview.mdx
@@ -52,7 +52,7 @@ You can view the state of your workers using the **Workers** tab of a Serverless
 
 ## Debugging workers
 
-To debug issues in production, you can access [worker logs](/serverless/development/logs) and [SSH directly into running workers](/serverless/workers/ssh-into-workers) to inspect file systems and environment variables in real-time.
+To debug issues in production, you can access [worker logs](/serverless/development/logs) and [SSH directly into running workers](/serverless/development/ssh-into-workers) to inspect file systems and environment variables in real-time.
 
 ## Max worker limit
Original file line number	Diff line number	Diff line change
Expand Up		@@ -31,5 +31,4 @@ The path to a file containing the SSH public key to add. This is typically a `.p

		## Related commands

		- [`runpodctl ssh`](/runpodctl/reference/runpodctl-ssh)
		- [`runpodctl ssh list-keys`](/runpodctl/reference/runpodctl-ssh-list-keys)