Functionsmith notebook demo (general-purpose)

PiperOrigin-RevId: 718656866

experimental/functionsmith/README.md

@@ -24,6 +24,14 @@ function calling.
 USING THIS AGENT IS UNSAFE. It directly runs LLM-produced code, and thus
 should only be used for demonstration purposes.
 
+See [a sample session output](sample_session.txt).
+
+## Notebook usage
+
+Open the [demo notebook](functionsmith.ipynb).
+
+## Command-line usage
+
 Install with:
 ```
 pip install functionsmith
@@ -36,6 +44,8 @@ wget https://raw.githubusercontent.com/davidmegginson/ourairports-data/refs/head
 functionsmith_cli
 ```
 
+## Implementation
+
 This agent uses dynamic function calling, which means that instead of
 relying on a fixed set of tools predefined in the agent
 [in normal LLM function calling](https://ai.google.dev/gemini-api/docs/function-calling),
@@ -56,8 +66,7 @@ locally.
 
 The functions are not saved permanently, though this feature can be added.
 
-TODO(simonf): add a notebook version of the general-purpose agent,
-as well as an Earth Engine-specific notebook agent.
+TODO(simonf): add an Earth Engine-specific notebook agent.
 
 ## Attribution