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README.md
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short_description: A smolagent-powered assistant - FAQs in a fintech company
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short_description: A smolagent-powered assistant - FAQs in a fintech company
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This project is a smart FAQ assistant powered by [SmolAgents](https://github.com/hwchase17/smol-agent) and Langchain.
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It is designed to simulate a realistic use case in a **fintech company**, providing:
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- Context-aware answers to internal FAQs
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- Hybrid reasoning: Retrieval-Augmented Generation + web search
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- Real-time observability and traceability with Langfuse
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- Access to Hugging Face and OpenAI APIs
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🚀 Built with `gradio`, this assistant can be queried directly in-browser.
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## How it works
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1. Internal documents (FAQs) are indexed with BM25 for fast lookup
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2. The agent (CodeAgent) uses tools like:
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- `faq_retriever` for internal knowledge
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- `web_search` for latest external info
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3. Langfuse tracks every run, tool call, and cost
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4. Hugging Face Hub APIs are used to serve and deploy the model
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> This project is great for developers who want to learn how to build real-world, agentic applications using open-source tools and minimal code.
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