Fixing the partner URL and adding readme for examples.

README.md

@@ -111,13 +111,8 @@ client = OpenAI(
 )
 ```
 
-## Running the Examples
-
-1. Update `examples/agenthub/common.py` and/or `examples/partner/openai/common.py` with your `COMPARTMENT_ID`, `PROJECT_OCID`, and set the correct `REGION`.
-2. Set the `OCI_GENAI_API_KEY` environment variable when an example uses API key authentication.
-3. Install optional dev dependencies: `pip install -e '.[dev]'`.
-
-Run an example either by calling its `main()` method or from the command line.
+## Examples
+Demo code and instructions on how to run them, for both agenthub and partner usecases can be found in ```examples``` folder.
 
 ## Contributing
 

examples/agenthub/README.md

@@ -0,0 +1,75 @@
+# AgentHub Examples
+
+This folder contains examples for OCI Generative AI AgentHub APIs using the OpenAI Python SDK.
+
+## Prerequisites
+
+1. Install dependencies:
+
+   ```bash
+   pip install -e '.[dev]'
+   ```
+
+2. Configure shared values in `examples/agenthub/common.py`:
+   - `PROFILE_NAME`
+   - `COMPARTMENT_ID`
+   - `PROJECT_OCID`
+   - `REGION`
+
+3. (Optional) You can override project at runtime:
+
+   ```bash
+   export OCI_GENAI_PROJECT_ID=<your_project_ocid>
+   ```
+
+4. If running API-key based examples, set:
+
+   ```bash
+   export OPENAI_API_KEY=<your_oci_genai_api_key>
+   ```
+
+## How to run
+
+From repository root, run any example module with `python -m`.
+
+Quickstarts:
+
+```bash
+python -m examples.agenthub.quickstart_responses_create_oci_iam
+python -m examples.agenthub.quickstart_responses_create_api_key
+```
+
+Responses API examples:
+
+```bash
+python -m examples.agenthub.responses.create_response
+python -m examples.agenthub.responses.streaming_text_delta
+python -m examples.agenthub.responses.structured_output
+python -m examples.agenthub.responses.use_gpt_model
+python -m examples.agenthub.responses.use_google_gemini_model
+```
+
+Tools examples:
+
+```bash
+python -m examples.agenthub.tools.function_calling
+python -m examples.agenthub.tools.web_search
+python -m examples.agenthub.tools.code_interpreter
+```
+
+Other categories follow the same pattern:
+
+```bash
+python -m examples.agenthub.agents.basic_agents_example
+python -m examples.agenthub.multiturn.responses_chaining
+python -m examples.agenthub.memory.long_term_memory
+python -m examples.agenthub.mcp.create_responses_mcp
+python -m examples.agenthub.vector_stores.vector_stores_crud
+python -m examples.agenthub.files.files_crud
+python -m examples.agenthub.function.create_responses_fc
+```
+
+## Notes
+
+- Most examples use IAM signing through `oci-genai-auth`.
+- AgentHub examples use OpenAI-compatible `/openai/v1` endpoints and require a project OCID.

examples/agenthub/agents/basic_agents_example.py

@@ -17,4 +17,4 @@ async def main():
     print(result.final_output)
 
 if __name__ == "__main__":
-    asyncio.run(main())
+    asyncio.run(main())

examples/partner/README.md

@@ -0,0 +1,29 @@
+# Partner Examples
+
+This folder contains partner API examples using the OpenAI Python SDK.
+
+## Prerequisites
+
+1. Install dependencies:
+
+   ```bash
+   pip install -e '.[dev]'
+   ```
+
+2. Configure shared values in `examples/partner/common.py`:
+   - `PROFILE_NAME`
+   - `COMPARTMENT_ID`
+   - `REGION`
+
+## How to run
+
+From repository root:
+
+```bash
+python -m examples.partner.openai.quickstart_openai_chat_completions
+```
+
+## Notes
+
+- Partner endpoints use pass-through mode and require the `opc-compartment-id` header.
+- These examples use IAM signing through `oci-genai-auth`.

examples/partner/common.py

@@ -1,7 +1,7 @@
 # Copyright (c) 2026 Oracle and/or its affiliates.
 # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/
 
-"""Partner (pass-through) example clients and configuration."""
+"""Partner example clients and configuration."""
 
 from __future__ import annotations
 
@@ -14,7 +14,7 @@
 COMPARTMENT_ID = "<<ENTER_COMPARTMENT_ID>>"
 REGION = "us-chicago-1"
 
-PARTNER_OPENAI_BASE_URL = f"https://inference.generativeai.{REGION}.oci.oraclecloud.com/v1"
+PARTNER_OPENAI_BASE_URL = f"https://inference.generativeai.{REGION}.oci.oraclecloud.com/20231130/actions/v1"
 
 
 def build_openai_client() -> OpenAI:

examples/partner/openai/basic_chat_completion.py

@@ -1,7 +1,7 @@
 # Copyright (c) 2026 Oracle and/or its affiliates.
 # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/
 
-"""Demonstrates a basic chat completion request for the Partner (pass-through) endpoint."""
+"""Demonstrates a basic chat completion request for the Partner endpoint."""
 
 from rich import print
 

examples/partner/openai/tool_call_chat_completion.py

@@ -1,7 +1,7 @@
 # Copyright (c) 2026 Oracle and/or its affiliates.
 # Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/
 
-"""Demonstrates tool calling with chat completions for the Partner (pass-through) endpoint."""
+"""Demonstrates tool calling with chat completions for the Partner endpoint."""
 
 import json
 from typing import Dict