chore: Update documentation links

Author: jsonbailey

README.md

@@ -7,6 +7,7 @@ This repository contains LaunchDarkly AI SDK packages for Python, including the
 | Package | PyPI | README |
 | ------- | ---- | ------ |
 | [launchdarkly-server-sdk-ai](packages/sdk/server-ai) | [![PyPI](https://img.shields.io/pypi/v/launchdarkly-server-sdk-ai.svg)](https://pypi.org/project/launchdarkly-server-sdk-ai/) | [README](packages/sdk/server-ai/README.md) |
+| [launchdarkly-server-sdk-ai-optimization](packages/optimization) | [![PyPI](https://img.shields.io/pypi/v/launchdarkly-server-sdk-ai-optimization.svg)](https://pypi.org/project/launchdarkly-server-sdk-ai-optimization/) | [README](packages/optimization/README.md) |
 
 | AI Provider Packages | PyPI | README |
 | -------------------- | ---- | ------ |

packages/ai-providers/server-ai-langchain/README.md

@@ -1,6 +1,9 @@
 # LaunchDarkly AI SDK - LangChain Provider
 
-[![PyPI](https://img.shields.io/pypi/v/launchdarkly-server-sdk-ai-langchain.svg)](https://pypi.org/project/launchdarkly-server-sdk-ai-langchain/)
+[![Actions Status](https://github.com/launchdarkly/python-server-sdk-ai/actions/workflows/ci.yml/badge.svg?branch=main)](https://github.com/launchdarkly/python-server-sdk-ai/actions/workflows/ci.yml)
+
+[![PyPI](https://img.shields.io/pypi/v/launchdarkly-server-sdk-ai-langchain.svg?maxAge=2592000)](https://pypi.org/project/launchdarkly-server-sdk-ai-langchain/)
+[![PyPI](https://img.shields.io/pypi/pyversions/launchdarkly-server-sdk-ai-langchain.svg)](https://pypi.org/project/launchdarkly-server-sdk-ai-langchain/)
 
 > [!CAUTION]
 > This package is in pre-release and not subject to backwards compatibility

packages/ai-providers/server-ai-openai/README.md

@@ -1,6 +1,9 @@
 # LaunchDarkly AI SDK OpenAI Provider
 
-[![PyPI](https://img.shields.io/pypi/v/launchdarkly-server-sdk-ai-openai-dev.svg?style=flat-square)](https://pypi.org/project/launchdarkly-server-sdk-ai-openai-dev/)
+[![Actions Status](https://github.com/launchdarkly/python-server-sdk-ai/actions/workflows/ci.yml/badge.svg?branch=main)](https://github.com/launchdarkly/python-server-sdk-ai/actions/workflows/ci.yml)
+
+[![PyPI](https://img.shields.io/pypi/v/launchdarkly-server-sdk-ai-openai.svg?maxAge=2592000)](https://pypi.org/project/launchdarkly-server-sdk-ai-openai/)
+[![PyPI](https://img.shields.io/pypi/pyversions/launchdarkly-server-sdk-ai-openai.svg)](https://pypi.org/project/launchdarkly-server-sdk-ai-openai/)
 
 > [!CAUTION]
 > This package is in pre-release and not subject to backwards compatibility
@@ -13,7 +16,7 @@ This package provides an OpenAI integration for the LaunchDarkly AI SDK.
 ## Installation
 
 ```bash
-pip install launchdarkly-server-sdk-ai-openai-dev
+pip install launchdarkly-server-sdk-ai-openai
 ```
 
 ## Quick Start

packages/optimization/README.md

@@ -1,6 +1,9 @@
 # LaunchDarkly AI SDK — optimization
 
-[![PyPI](https://img.shields.io/pypi/v/launchdarkly-server-sdk-ai-optimization.svg?style=flat-square)](https://pypi.org/project/launchdarkly-server-sdk-ai-optimization/)
+[![Actions Status](https://github.com/launchdarkly/python-server-sdk-ai/actions/workflows/ci.yml/badge.svg?branch=main)](https://github.com/launchdarkly/python-server-sdk-ai/actions/workflows/ci.yml)
+
+[![PyPI](https://img.shields.io/pypi/v/launchdarkly-server-sdk-ai-optimization.svg?maxAge=2592000)](https://pypi.org/project/launchdarkly-server-sdk-ai-optimization/)
+[![PyPI](https://img.shields.io/pypi/pyversions/launchdarkly-server-sdk-ai-optimization.svg)](https://pypi.org/project/launchdarkly-server-sdk-ai-optimization/)
 
 > [!CAUTION]
 > This package is in pre-release and not subject to backwards compatibility

packages/sdk/server-ai/README.md

@@ -1,5 +1,11 @@
 # LaunchDarkly Server-Side AI SDK for Python
 
+[![Actions Status](https://github.com/launchdarkly/python-server-sdk-ai/actions/workflows/ci.yml/badge.svg?branch=main)](https://github.com/launchdarkly/python-server-sdk-ai/actions/workflows/ci.yml)
+[![readthedocs](https://readthedocs.org/projects/launchdarkly-python-sdk-ai/badge/)](https://launchdarkly-python-sdk-ai.readthedocs.io/en/latest/)
+
+[![PyPI](https://img.shields.io/pypi/v/launchdarkly-server-sdk-ai.svg?maxAge=2592000)](https://pypi.org/project/launchdarkly-server-sdk-ai/)
+[![PyPI](https://img.shields.io/pypi/pyversions/launchdarkly-server-sdk-ai.svg)](https://pypi.org/project/launchdarkly-server-sdk-ai/)
+
 This package contains the LaunchDarkly Server-Side AI SDK for Python (`launchdarkly-server-sdk-ai`).
 
 > [!CAUTION]
@@ -90,16 +96,16 @@ if ai_config.enabled:
     # Use with your AI provider
 ```
 
-## Chat for Conversational AI
+## ManagedModel for Conversational AI
 
-`Chat` provides a high-level interface for conversational AI with automatic conversation management and metrics tracking:
+`ManagedModel` provides a high-level interface for conversational AI with automatic conversation management and metrics tracking:
 
 - Automatically configures models based on AI configuration
 - Maintains conversation history across multiple interactions
 - Automatically tracks token usage, latency, and success rates
 - Works with any supported AI provider (see [AI Providers](https://github.com/launchdarkly/python-server-sdk-ai#ai-providers) for available packages)
 
-### Using Chat
+### Using ManagedModel
 
 ```python
 import asyncio
@@ -109,23 +115,23 @@ from ldai import LDAIClient, AICompletionConfigDefault, ModelConfig, LDMessage
 # Use the same default_config from the retrieval section above
 async def main():
     context = Context.create("user-123")
-    chat = await ai_client.create_chat(
+    model = await ai_client.create_model(
         'customer-support-chat',
         context,
         default_config,
         variables={'customerName': 'John'}
     )
 
-    if chat:
+    if model:
         # Simple conversation flow - metrics are automatically tracked by invoke()
-        response1 = await chat.invoke('I need help with my order')
+        response1 = await model.invoke('I need help with my order')
         print(response1.message.content)
 
-        response2 = await chat.invoke("What's the status?")
+        response2 = await model.invoke("What's the status?")
         print(response2.message.content)
 
         # Access conversation history
-        messages = chat.get_messages()
+        messages = model.get_messages()
         print(f'Conversation has {len(messages)} messages')
 
 asyncio.run(main())