https://github.com/jhaayush2004/newsagent-crewai

A robust news generation pipeline utilizing advanced language models and agent-based techniques to deliver high-quality, informative content on diverse topics.
https://github.com/jhaayush2004/newsagent-crewai

agents crewai gemini-flash google-ai-studio langchain python

Last synced: 2 months ago
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A robust news generation pipeline utilizing advanced language models and agent-based techniques to deliver high-quality, informative content on diverse topics.

• Host: GitHub
• URL: https://github.com/jhaayush2004/newsagent-crewai
• Owner: jhaayush2004
• License: mit
• Created: 2024-08-29T19:32:11.000Z (9 months ago)
• Default Branch: main
• Last Pushed: 2024-08-29T19:45:43.000Z (9 months ago)
• Last Synced: 2025-03-28T07:13:19.961Z (2 months ago)
• Topics: agents, crewai, gemini-flash, google-ai-studio, langchain, python
• Language: Python
• Homepage:
• Size: 12.7 KB
• Stars: 0
• Watchers: 1
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# CrewAI News Generation Pipeline

## Overview:

This project implements a robust news generation pipeline using the Crew AI framework and Google's powerful language models. The pipeline leverages the strengths of both to create high-quality news articles on various topics.

## Components:

- **Agents**:

News Researcher: Responsible for gathering relevant information, data, and insights on a given topic.

News Writer: Utilizes the research findings to craft compelling and informative news articles.

- **Research Task**: Involves data collection, analysis, and synthesis of information from various sources.

- **Write Task**: Focuses on crafting well-structured, grammatically correct, and engaging articles based on the research findings.

- **Crew**: Coordinates the agents and tasks, ensuring efficient execution of the pipeline.

## Workflow:

 1. **Topic Input**: The pipeline receives a topic as input.

 2. **Research Task**: The News Researcher agent is assigned the Research Task.

- The agent uses web scraping, API calls, or other relevant techniques to gather information from various sources.

- Data is cleaned, analyzed, and synthesized to extract key insights.

3. **Research Findings**: The News Researcher agent provides the research findings to the News Writer agent.

4. **Write Task**: The News Writer agent is assigned the Write Task.

The agent uses the research findings to craft a well-structured and informative article.

The article is formatted, edited, and proofread for clarity and coherence.

5. **Output**: The final news article is generated and made available.

## Technical Details:

- **Language Model**: Google's Gemini 1.5 Flash model is used for natural language generation and understanding.

- **Custom Tools**: The pipeline can be extended with custom tools for specific tasks, such as interacting with databases, APIs, or specialized data sources.

- **Crew AI Framework**: Provides a structured approach for managing agents, tasks, and their interactions.

- **Python**: The pipeline is implemented using Python, leveraging its versatility and extensive libraries.