diff --git a/docs/docs/prompt-management/01-overview.mdx b/docs/docs/prompt-management/01-overview.mdx
index c67dc6cfd3..bc112418ce 100644
--- a/docs/docs/prompt-management/01-overview.mdx
+++ b/docs/docs/prompt-management/01-overview.mdx
@@ -13,8 +13,10 @@ import clsx from 'clsx';
Building LLM-powered applications is an iterative process. In each iteration, you aim to improve the application's performance by refining prompts, adjusting configurations, and evaluating outputs.
A prompt management system provides you the tools to do this process systematically by:
diff --git a/docs/docs/prompt-management/07-concepts.mdx b/docs/docs/prompt-management/07-concepts.mdx
index 7e4b273297..13e994ec6e 100644
--- a/docs/docs/prompt-management/07-concepts.mdx
+++ b/docs/docs/prompt-management/07-concepts.mdx
@@ -5,8 +5,10 @@ title: "Core Concepts"
Below are the description to the main terms and concepts used in agenta.
### Templates
@@ -22,7 +24,7 @@ Agenta also allows you to create custom templates for your workflows using our S
- Chains of Multiple Prompts
- Agents Interacting with External APIs
-After creating a template, you can interact with it in the playground, run no-code evaluations, and publish versions all from the webUI.
+After creating a template, you can interact with it in the playground, run no-code evaluations, and deploy versions all from the web UI.
### Applications
@@ -43,16 +45,18 @@ Within each application, you can create **variants**. **Variants** are different
Every **variant** is **versioned** and immutable. When you make changes to a **variant**, a new **version** is created. Each **version** has a **commit id** that uniquely identifies it.
-### Endpoints
+### Environments
-**Endpoints** are the interfaces where your published variants are accessible. You can publish a **version** of a **variant** to an **endpoint**. Each **endpoint** has a user-defined environment name (e.g. development, staging, production) that specifies its context or stage.
+**Environments** are the interfaces where your deployed variants are accessible. You can deploy a **version** of a **variant** to an **environment**. Each **environment** has a user-defined environment name (e.g. development, staging, production) that specifies its context or stage.
-You can then integrate the **endpoint** into your codebase to fetch the configuration published on that **endpoint**. Additionally, you can directly call the **endpoint** containing the application running with that configuration.
+You can then integrate the **environment** into your codebase to fetch the configuration deployed on that **environment**. Additionally, you can directly invoke the endpoints relating to the **environment** containing the application running with that configuration.
-By default, applications come with three predefined environment names for **endpoints**:
+By default, applications come with three predefined **environments**:
- **Development:** For initial testing and experimentation.
- **Staging:** For pre-production testing and quality assurance.
- **Production:** For live use with real users.
-When publishing a **variant** to an **endpoint**, the latest **version** of that **variant** gets published. Each **endpoint** points to a specific **version** of a **variant** (a certain **commit**). Updating the **variant** after publishing does not automatically update the **endpoint**.
+:::warning
+When deploying a **variant** to an **environment**, the latest **version** of that **variant** gets deployed. Each **environment** points to a specific **version** of a **variant** (a certain **commit**). Updating the **variant** after deploying does not automatically update the **environment**.
+:::
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