updates from mark

Signed-off-by: Hannah Hunter <hannahhunter@microsoft.com>

daprdocs/content/en/concepts/building-blocks-concept.md

@@ -31,4 +31,4 @@ Dapr provides the following building blocks:
 | [**Distributed lock**]({{< ref "distributed-lock-api-overview.md" >}}) | `/v1.0-alpha1/lock` | The distributed lock API enables you to take a lock on a resource so that multiple instances of an application can access the resource without conflicts and provide consistency guarantees.  
 | [**Cryptography**]({{< ref "cryptography-overview.md" >}}) | `/v1.0-alpha1/crypto` | The Cryptography API enables you to perform cryptographic operations, such as encrypting and decrypting messages, without exposing keys to your application.
 | [**Jobs**]({{< ref "jobs-overview.md" >}}) | `/v1.0-alpha1/jobs` | The Jobs API enables you to schedule and orchestrate jobs. Example scenarios include: <ul><li>Schedule batch processing jobs to run every business day</li><li>Schedule various maintenance scripts to perform clean-ups</li><li>Schedule ETL jobs to run at specific times (hourly, daily) to fetch new data, process it, and update the data warehouse with the latest information.</li></ul>
-| [**Conversation**]({{< ref "conversation-overview.md" >}}) | `/v1.0-alpha1/conversation` | The Conversation API enables you to supply prompts to converse with different large language model (LLMs) and includes features such as prompt caching and personally identifiable information (PII) obfuscation.
+| [**Conversation**]({{< ref "conversation-overview.md" >}}) | `/v1.0-alpha1/conversation` | The Conversation API enables you to supply prompts to converse with different large language models (LLMs) and includes features such as prompt caching and personally identifiable information (PII) obfuscation.

daprdocs/content/en/developing-applications/building-blocks/conversation/conversation-overview.md

@@ -17,21 +17,11 @@ Using the Dapr conversation API, you can reduce the complexity of interacting wi
 
 ### Prompt caching
 
-todo
+To significantly reduce latency and cost, frequent prompts are stored in a cache to be reused, instead of reprocessing the information for every new request. Prompt caching optimizes performance by storing and reusing prompts that are often repeated across multiple API calls.
 
 ### Personally identifiable information (PII) obfuscation
 
-todo
-
-## Supported SDKs
-
-You can use the following SDKs to author a workflow.
-
-| Language stack | Package |
-| - | - |
-| .NET | [Dapr.AI.Conversation](todo) |
-| Rust | [converse](https://github.com/dapr/rust-sdk/blob/main/dapr/src/client.rs#L542) |
-| Go | [conversation](https://github.com/dapr/go-sdk/tree/main/client/conversation.go) |
+The PII obfuscation feature identifies and removes any PII from a conversation response. This feature protects your privacy by eliminating sensitive details like names, addresses, phone numbers, or other details that could be used to identify an individual.
 
 ## Try out conversation
 
@@ -43,9 +33,9 @@ Want to put the Dapr conversation API to the test? Walk through the following qu
 | ------------------- | ----------- |
 | [Conversation quickstart](todo) | . |
 
-### Start using pub/sub directly in your app
+### Start using the conversation API directly in your app
 
-Want to skip the quickstarts? Not a problem. You can try out the conversation building block directly in your application. After [Dapr is installed]({{< ref "getting-started/_index.md" >}}), you can begin using the conversation API starting with [the how-to guide](todo).
+Want to skip the quickstarts? Not a problem. You can try out the conversation building block directly in your application. After [Dapr is installed]({{< ref "getting-started/_index.md" >}}), you can begin using the conversation API starting with [the how-to guide]({{< ref howto-conversation-layer.md >}}).
 
 ## Next steps
 

daprdocs/content/en/operations/support/alpha-beta-apis.md

@@ -16,7 +16,7 @@ description: "List of current alpha and beta APIs"
 | Bulk Subscribe   | [Bulk subscribe proto](https://github.com/dapr/dapr/blob/5aba3c9aa4ea9b3f388df125f9c66495b43c5c9e/dapr/proto/runtime/v1/appcallback.proto#L57)     | N/A | The bulk subscribe application callback receives multiple messages from a topic in a single call. | [Bulk Publish and Subscribe API]({{< ref "pubsub-bulk.md" >}}) | v1.10 |
 | Cryptography    |  [Crypto proto](https://github.com/dapr/dapr/blob/5aba3c9aa4ea9b3f388df125f9c66495b43c5c9e/dapr/proto/runtime/v1/dapr.proto#L118)    | `v1.0-alpha1/crypto` | The cryptography API enables you to perform **high level** cryptography operations for encrypting and decrypting messages. | [Cryptography API]({{< ref "cryptography-overview.md" >}}) | v1.11 |
 | Jobs    |  [Jobs proto](https://github.com/dapr/dapr/blob/master/dapr/proto/runtime/v1/dapr.proto#L212-219)    | `v1.0-alpha1/jobs` | The jobs API enables you to schedule and orchestrate jobs. | [Jobs API]({{< ref "jobs-overview.md" >}}) | v1.14 |
-| Conversation    |  [Conversation proto](https://github.com/dapr/dapr/blob/master/dapr/proto/runtime/v1/dapr.proto#L221-222)    | `v1.0-alpha1/conversation` | Converse between different large language model servers and toolkits using the conversation API. | [Conversation API]({{< ref "conversation-overview.md" >}}) | v1.15 |
+| Conversation    |  [Conversation proto](https://github.com/dapr/dapr/blob/master/dapr/proto/runtime/v1/dapr.proto#L221-222)    | `v1.0-alpha1/conversation` | Converse between different large language models using the conversation API. | [Conversation API]({{< ref "conversation-overview.md" >}}) | v1.15 |
 
 
 ## Beta APIs