draft: programmatically managing workspaces

.prettierignore

@@ -2,4 +2,5 @@ node_modules
 build
 .docusaurus
 docs/api
-docs/evaluation
+docs/evaluation
+docs/administration/concepts

docs/administration/concepts/index.mdx

@@ -1,3 +1,5 @@
+import { CodeTabs } from "@site/src/components/InstructionsWithCode";
+
 # Concepts
 
 This conceptual guide covers topics related to managing users, organizations, and workspaces within LangSmith.
@@ -184,6 +186,87 @@ Use [resource tags](#resource-tags) to organize resources by environment using t
 permissions when we release attribute based access control (ABAC). ABAC on the resource tag will provide a fine-grained way to restrict access to production tracing projects, for example. We do not recommend that you use Workspaces for environment separation as you cannot share resources
 across Workspaces. If you would like to promote a prompt from `staging` to `prod`, we recommend you use prompt tags instead. See [docs](../prompt_engineering/concepts#tags) for more information.
 
+### Programmatically Managing Workspaces
+:::info
+A PAT associated with an organization admin has access to all resources within an organization. Ensure this token is only provided to developers who require organization-wide permissions.
+:::
+
+Use a [personal access token](./concepts#personal-access-tokens-pats) (PAT) associated with an [organization admin](./how_to_guides/organization_management/set_up_organization#organization-roles) to programmatically create [workspaces](./concepts#workspaces). This PAT can also be used to manage resources across your organization's workspaces (e.g. creating and deleting tracing projects, datasets, prompts, etc.).
+By default, the PAT will target the workspace it was created in. To manage resources in a workspace different from the default, you can specify the desired workspace ID in the client declaration. The sample code
+shows how to both create a workspace and manage resources across workspaces using an organization admin's PAT.
+
+<CodeTabs
+  tabs={[
+    {
+      value: "python",
+      label: "Python",
+      language: "python",
+      content: `from dotenv import load_dotenv
+import requests
+import langsmith as ls
+from langsmith import Client
+from langchain_core.prompts import ChatPromptTemplate
+import os
+
+load_dotenv()
+
+api_key = os.environ["LANGCHAIN_API_KEY"]
+organization_id = os.environ["LANGCHAIN_ORGANIZATION_ID"]
+base_url = os.environ.get("LANGCHAIN_ENDPOINT") or "https://api.smith.langchain.com"
+
+# Set headers for API request
+headers = {
+"Content-Type": "application/json",
+"X-API-Key": api_key,
+"X-Organization-Id": organization_id,
+}
+
+session = requests.Session()
+session.headers.update(headers)
+workspaces_path = f"{base_url}/api/v1/workspaces"
+orgs_path = f"{base_url}/api/v1/orgs/current"
+api_keys_path = f"{base_url}/api/v1/api-key"
+
+# Programmatically create a workspace
+workspace_res = session.post(workspaces_path, json={"display_name": "Test Admin Workspace"})
+workspace_res.raise_for_status()
+workspace = workspace_res.json()
+workspace_id = workspace["id"]
+
+print("successfully created workspace with id:", workspace_id)
+
+# Initialize LangSmith client
+client = Client()
+
+# Create a tracing project in the default workspace
+project_name = "example tracing project"
+project = client.create_project(project_name=project_name)
+
+# Create a prompt in the default workspace
+prompt = ChatPromptTemplate.from_template("tell me a joke about {topic}")
+url = client.push_prompt("example-joke-prompt", object=prompt)
+
+print("Successfully created prompt and tracing project in default workspace", project.id, url)
+
+# Specify new workspace id
+session.headers.update({"X-Tenant-Id": "<YOUR_WORKSPACE_ID>"})
+client = ls.Client(session=session)
+
+# Create a tracing project in the new workspace
+project_name = "example tracing project"
+project = client.create_project(project_name=project_name)
+
+# Create a prompt in the new workspace
+prompt = ChatPromptTemplate.from_template("tell me a joke about {topic}")
+url = client.push_prompt("example-joke-prompt", object=prompt)
+
+print("Successfully created prompt and tracing project in new workspace", project.id, url)
+`,
+},
+]}
+groupId="client-language"
+/>
+
 ## Usage and Billing
 
 ### Data Retention