From 5256e2441e020d6bcf106a25c101391318677756 Mon Sep 17 00:00:00 2001
From: Michael Bommarito <michael.bommarito@gmail.com>
Date: Sat, 9 Nov 2024 06:34:05 -0500
Subject: [PATCH] updated readme

---
 README.md | 23 +++++++++++++++++++++++
 1 file changed, 23 insertions(+)

diff --git a/README.md b/README.md
index e73eae1..8477f6b 100644
--- a/README.md
+++ b/README.md
@@ -18,6 +18,9 @@ SOLI is an open, CC-BY licensed standard designed to represent universal element
 - Access detailed information about each class, including labels, definitions, and examples
 - Convert classes to OWL XML or Markdown format
 
+## Changelog
+The changelog can be found at [CHANGES.md](CHANGES.md).
+
 ## Installation
 
 You can install the SOLI Python library using pip:
@@ -58,6 +61,26 @@ for area in areas_of_law:
     print(area.label)
 ```
 
+## Searching with an LLM
+
+```python
+# Search with an LLM
+async def search_example():
+    for result in await soli.parallel_search_by_llm(
+        "redline lease agreement",
+        search_sets=[
+            soli.get_areas_of_law(max_depth=1),
+            soli.get_player_actors(max_depth=2),
+        ],
+    ):
+        print(result)
+
+import asyncio
+asyncio.run(search_example())
+```
+
+LLM search uses the `alea_llm_client` to provide abstraction across multiple APIs and providers.
+
 ## Documentation
 
 For more detailed information about using the SOLI Python library, please refer to our [full documentation](https://soli-python.readthedocs.io/).