diff --git a/src/oss/python/integrations/providers/all_providers.mdx b/src/oss/python/integrations/providers/all_providers.mdx
index acb1ff944..c3d69594c 100644
--- a/src/oss/python/integrations/providers/all_providers.mdx
+++ b/src/oss/python/integrations/providers/all_providers.mdx
@@ -2049,14 +2049,6 @@ Browse the complete collection of integrations available for Python. LangChain P
Operating LLMs in production environment.
-
- Framework-agnostic declarative language by Oracle for defining agentic systems. Define agents and workflows in a portable JSON/YAML format that can be executed across different runtimes.
-
-
+
+ Framework-agnostic language for portable agent definitions.
+
+
float:
+ return a - b
+
+async def main():
+ loader = AgentSpecLoader(tool_registry={"subtraction-tool": subtract})
+ assistant = loader.load_json(agentspec_config)
+
+ while True:
+ user_input = input("USER >> ")
+ if user_input == "exit":
+ break
+ result = await assistant.ainvoke(
+ input={"messages": [{"role": "user", "content": user_input}]},
+ )
+ print(f"AGENT >> {result['messages'][-1].content}")
+```
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