diff --git a/examples/README.md b/examples/README.md
index ef1d645..9c986a1 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -2,16 +2,15 @@
 
 ## Prerequisites
 
-1. **Rust toolchain** (1.75+) and **maturin** (`pip install maturin`)
+1. Python 3.8+
 2. A Python virtual environment (the project already has one at `.venv/`)
 
 ## Setup
 
-Build and install the `effect-log` Python package in dev mode:
+Install the `ai-effectlog` package from PyPI:
 
 ```bash
-cd bindings/python
-maturin develop
+pip install ai-effectlog
 ```
 
 If you're using the project's existing venv, activate it first:
@@ -47,15 +46,15 @@ They require the corresponding SDK packages **and** an `OPENAI_API_KEY`.
 export OPENAI_API_KEY="sk-..."
 
 # OpenAI Agents SDK
-pip install openai-agents
+pip install ai-effectlog openai-agents
 python examples/e2e_openai_agents.py
 
 # CrewAI
-pip install crewai crewai-tools
+pip install ai-effectlog crewai crewai-tools
 python examples/e2e_crewai.py
 
 # LangGraph
-pip install langchain-core langchain-openai langgraph
+pip install ai-effectlog langchain-core langchain-openai langgraph
 python examples/e2e_langgraph.py
 ```
 
diff --git a/examples/crewai_integration.py b/examples/crewai_integration.py
index cf46c4e..f463a79 100644
--- a/examples/crewai_integration.py
+++ b/examples/crewai_integration.py
@@ -5,7 +5,7 @@
 This example runs standalone. With crewai installed,
 you can also use the middleware wrappers shown in comments.
 
-    pip install effect-log crewai
+    pip install ai-effectlog crewai
 """
 
 import os
diff --git a/examples/e2e_crewai.py b/examples/e2e_crewai.py
index 0aefba8..5a1b4b9 100644
--- a/examples/e2e_crewai.py
+++ b/examples/e2e_crewai.py
@@ -3,8 +3,7 @@
 End-to-end CrewAI + effect-log example.
 
 Setup:
-    cd bindings/python && maturin develop   # install effect-log from source
-    pip install crewai crewai-tools         # install the CrewAI SDK
+    pip install ai-effectlog crewai crewai-tools
 
 Set your API key (CrewAI uses OpenAI by default):
     export OPENAI_API_KEY="sk-..."
diff --git a/examples/e2e_langgraph.py b/examples/e2e_langgraph.py
index 90e7584..43fee37 100644
--- a/examples/e2e_langgraph.py
+++ b/examples/e2e_langgraph.py
@@ -3,8 +3,7 @@
 End-to-end LangGraph + effect-log example.
 
 Setup:
-    cd bindings/python && maturin develop   # install effect-log from source
-    pip install langchain-core langchain-openai langgraph  # install LangGraph
+    pip install ai-effectlog langchain-core langchain-openai langgraph
 
 Set your API key:
     export OPENAI_API_KEY="sk-..."
diff --git a/examples/e2e_openai_agents.py b/examples/e2e_openai_agents.py
index 055b04f..807067a 100644
--- a/examples/e2e_openai_agents.py
+++ b/examples/e2e_openai_agents.py
@@ -3,8 +3,7 @@
 End-to-end OpenAI Agents SDK + effect-log example.
 
 Setup:
-    cd bindings/python && maturin develop   # install effect-log from source
-    pip install openai-agents               # install the OpenAI Agents SDK
+    pip install ai-effectlog openai-agents
 
 Set your API key:
     export OPENAI_API_KEY="sk-..."
diff --git a/examples/langgraph_integration.py b/examples/langgraph_integration.py
index 77531ad..9f0ae12 100644
--- a/examples/langgraph_integration.py
+++ b/examples/langgraph_integration.py
@@ -5,7 +5,7 @@
 This example runs standalone. With langchain-core/langgraph installed,
 you can also use the middleware wrappers shown in comments.
 
-    pip install effect-log langchain-core langgraph
+    pip install ai-effectlog langchain-core langgraph
 """
 
 import os
diff --git a/examples/openai_agents_integration.py b/examples/openai_agents_integration.py
index 13bd2db..15eaa46 100644
--- a/examples/openai_agents_integration.py
+++ b/examples/openai_agents_integration.py
@@ -5,7 +5,7 @@
 This example runs standalone. With openai-agents installed,
 you can also use the middleware wrappers shown in comments.
 
-    pip install effect-log openai-agents
+    pip install ai-effectlog openai-agents
 """
 
 import os