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@@ -37,7 +37,7 @@ Achieving 30 points for the certification was relatively easy with the template
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  Beyond what looks like a smolagents guided tour, you can find the following in this repo...
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- * Research agent armed with Google search via [Serper](https://serper.dev/) and both Audo and Video Understanding via [Gemini](https://ai.google.dev/gemini-api/docs/)video-understanding)
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  * Chess agent leveraging my [board_to_fen](https://github.com/civerson/board_to_fen) fork and a Stockfish API.
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  * [Langfuse](https://langfuse.com/) setup boilerplate, a working example. This is an absolute must.
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  * [Pydantic](https://docs.pydantic.dev/latest/) settings for type safety, centralized, and encapsulated config.
 
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  Beyond what looks like a smolagents guided tour, you can find the following in this repo...
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+ * Research agent armed with Google search via [Serper](https://serper.dev/) and both Audo and Video Understanding via [Gemini](https://ai.google.dev/gemini-api/docs/)
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  * Chess agent leveraging my [board_to_fen](https://github.com/civerson/board_to_fen) fork and a Stockfish API.
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  * [Langfuse](https://langfuse.com/) setup boilerplate, a working example. This is an absolute must.
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  * [Pydantic](https://docs.pydantic.dev/latest/) settings for type safety, centralized, and encapsulated config.