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README.md

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-title: Crewai Groq Llama3 for Research
+title: Crewai, Groq, Llama3 and Cohere for Research
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 license: cc-by-nc-nd-4.0
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 # CrewAI Research Tool
 
-Welcome to the CrewAI Research Tool on Hugging Face Spaces! This tool integrates advanced AI capabilities to streamline and automate the process of online research, compiling reports, and data extraction through web scraping.
+Welcome to the CrewAI Research Tool on Hugging Face Spaces! This tool employs a combination of Gradio, Cohere, CrewAI, and LangChain technologies to automate and streamline the process of online research, compiling reports, and extracting data through web scraping.
 
 ## Description
 
-The CrewAI Research Tool leverages a combination of Gradio, CrewAI, and LangChain technologies to facilitate detailed and automated web research. It employs a sequence of AI-powered tasks to gather, analyze, and compile information on a wide range of topics, delivering comprehensive and structured reports.
+The CrewAI Research Tool leverages advanced AI capabilities to gather, analyze, and compile information on a wide range of topics, delivering comprehensive and structured reports. It automates the entire research process from web searching to report generation.
 
 ## Features
 
-- **Web Search Automation**: Utilizes the DuckDuckGo search engine to perform initial searches and gather detailed results related to specified topics.
-- **Detailed Report Generation**: Automated agents, defined as a 'Researcher' and an 'Editor', work sequentially to create detailed and polished reports based on web findings.
+- **Web Search Automation**: Utilizes the DuckDuckGo search engine to perform web searches and gather detailed results related to specified topics.
+- **Data Extraction and Summarization**: Employs web scraping tools and Cohere's language models to extract and summarize web content.
+- **Detailed Report Generation**: Automated agents, defined as 'Researcher' and 'Editor', work sequentially to craft detailed and polished reports based on web findings.
 - **Interactive Gradio Interface**: Users can input their research topic directly into the Gradio interface and initiate the research process with a simple button click.
 
 ## Tools and Technologies
 
 - **CrewAI**: Integrates agents with specific roles and tasks to automate complex workflows.
 - **LangChain and Groq**: Employs large language models for deep understanding and generation of content.
+- **Cohere**: Uses advanced NLP models for generating summaries and text analysis.
 - **Gradio**: Provides an interactive web interface to facilitate easy user interaction with the CrewAI system.
 
 ## How to Use
@@ -47,7 +47,5 @@ This project is licensed under the cc-by-nc-nd-4.0.
 
 ## Acknowledgments
 
-Special thanks to the open-source projects and APIs that made this tool possible: Gradio, CrewAI, LangChain, and DuckDuckGo.
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+Special thanks to the open-source projects and APIs that made this tool possible: Gradio, CrewAI, LangChain, Cohere, and DuckDuckGo.
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference