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app.py

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+from asyncio import gather
+
+
+@simple
+def outline():
+    return "What is the outline?"
+
+    
+@composite
+async def story(bot: Bot):
+    calls = [bot(outline()), bot(characters())]
+    outline, characters = gather([calls])
+    

requirements.txt

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+gradio
+git+https://github.com/srush/minichain
+manifest-ml