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Scientific Paper Agent with LangGraph

·398 words·2 mins
GitHub AI Agent AI Open Source
Articoli Interessanti - This article is part of a series.
Part : Everything as Code: How We Manage Our Company In One Monorepo At Kasava, we've embraced the concept of "everything as code" to streamline our operations and ensure consistency across our projects. This approach allows us to manage our entire company within a single monorepo, providing a unified source of truth for all our configurations, infrastructure, and applications. **Why a Monorepo?** A monorepo offers several advantages: 1. **Unified Configuration**: All our settings, from development environments to production, are stored in one place. This makes it easier to maintain consistency and reduces the risk of configuration drift. 2. **Simplified Dependency Management**: With all our code in one repository, managing dependencies becomes more straightforward. We can easily track which versions of libraries and tools are being used across different projects. 3. **Enhanced Collaboration**: A single repository fosters better collaboration among team members. Everyone has access to the same codebase, making it easier to share knowledge and work together on projects. 4. **Consistent Build and Deployment Processes**: By standardizing our build and deployment processes, we ensure that all our applications follow the same best practices. This leads to more reliable and predictable deployments. **Our Monorepo Structure** Our monorepo is organized into several key directories: - **/config**: Contains all configuration files for various environments, including development, staging, and production. - **/infrastructure**: Houses the infrastructure as code (IaC) scripts for provisioning and managing our cloud resources. - **/apps**: Includes all our applications, both internal tools and customer-facing products. - **/lib**: Stores reusable libraries and modules that can be shared across different projects. - **/scripts**: Contains utility scripts for automating various tasks, such as data migrations and backups. **Tools and Technologies** To manage our monorepo effectively, we use a combination of tools and technologies: - **Version Control**: Git is our primary version control system, and we use GitHub for hosting our repositories. - **Continuous Integration/Continuous Deployment (CI/CD)**: We employ Jenkins for automating our build, test, and deployment processes. - **Infrastructure as Code (IaC)**: Terraform is our tool of choice for managing cloud infrastructure. - **Configuration Management**: Ansible is used for configuring and managing our servers and applications. - **Monitoring and Logging**: We use Prometheus and Grafana for monitoring,
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GenAI_Agents repository preview
#### Source

Type: GitHub Repository Original link: https://github.com/NirDiamant/GenAI_Agents/blob/main/all_agents_tutorials/scientific_paper_agent_langgraph.ipynb Publication date: 2025-09-06


Summary
#

WHAT - GenAI_Agents is a GitHub repository that offers tutorials and implementations for generative AI agent techniques, from basic to advanced. It is an educational resource for building intelligent and interactive AI systems.

WHY - It is relevant for AI business because it provides concrete resources for developing advanced AI agents, enhancing the ability to create interactive and personalized AI solutions. It solves the problem of the lack of practical guides for developing generative AI agents.

WHO - The repository is managed by Nir Diamant, with an active community of over 20,000 AI enthusiasts. Key players include developers, researchers, and companies interested in generative AI technologies.

WHERE - It positions itself in the market as a reference educational resource for the development of generative AI agents, integrating with the AI tools ecosystem such as LangChain and LangGraph.

WHEN - The repository is established, with over 16,000 stars on GitHub and an active community. It is a stable trend in the generative AI sector, with continuous updates and contributions.

BUSINESS IMPACT:

  • Opportunities: Use the repository to train the internal team on advanced AI agent techniques, accelerating the development of customized AI solutions.
  • Risks: Dependence on external resources could limit internal intellectual property. Monitor community contributions to avoid security breaches.
  • Integration: The repository can be integrated into the existing stack to enhance AI agent development capabilities, leveraging Jupyter Notebook and related tools.

TECHNICAL SUMMARY:

  • Core technology stack: Jupyter Notebook, LangChain, LangGraph, LLM.
  • Scalability: High scalability thanks to the use of interactive notebooks and open-source tools.
  • Limitations: Dependence on external contributions for updates and maintenance.
  • Technical differentiators: Wide range of tutorials from basic to advanced, active community, and support for emerging technologies such as LangGraph.

Use Cases
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  • Private AI Stack: Integration into proprietary pipelines
  • Client Solutions: Implementation for client projects
  • Development Acceleration: Reduction of project time-to-market
  • Strategic Intelligence: Input for technological roadmap
  • Competitive Analysis: Monitoring AI ecosystem

Resources
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Original Links #


Article recommended and selected by the Human Technology eXcellence team, processed through artificial intelligence (in this case with LLM HTX-EU-Mistral3.1Small) on 2025-09-06 10:46 Original source: https://github.com/NirDiamant/GenAI_Agents/blob/main/all_agents_tutorials/scientific_paper_agent_langgraph.ipynb

Related Articles #

Articoli Interessanti - This article is part of a series.
Part : Everything as Code: How We Manage Our Company In One Monorepo At Kasava, we've embraced the concept of "everything as code" to streamline our operations and ensure consistency across our projects. This approach allows us to manage our entire company within a single monorepo, providing a unified source of truth for all our configurations, infrastructure, and applications. **Why a Monorepo?** A monorepo offers several advantages: 1. **Unified Configuration**: All our settings, from development environments to production, are stored in one place. This makes it easier to maintain consistency and reduces the risk of configuration drift. 2. **Simplified Dependency Management**: With all our code in one repository, managing dependencies becomes more straightforward. We can easily track which versions of libraries and tools are being used across different projects. 3. **Enhanced Collaboration**: A single repository fosters better collaboration among team members. Everyone has access to the same codebase, making it easier to share knowledge and work together on projects. 4. **Consistent Build and Deployment Processes**: By standardizing our build and deployment processes, we ensure that all our applications follow the same best practices. This leads to more reliable and predictable deployments. **Our Monorepo Structure** Our monorepo is organized into several key directories: - **/config**: Contains all configuration files for various environments, including development, staging, and production. - **/infrastructure**: Houses the infrastructure as code (IaC) scripts for provisioning and managing our cloud resources. - **/apps**: Includes all our applications, both internal tools and customer-facing products. - **/lib**: Stores reusable libraries and modules that can be shared across different projects. - **/scripts**: Contains utility scripts for automating various tasks, such as data migrations and backups. **Tools and Technologies** To manage our monorepo effectively, we use a combination of tools and technologies: - **Version Control**: Git is our primary version control system, and we use GitHub for hosting our repositories. - **Continuous Integration/Continuous Deployment (CI/CD)**: We employ Jenkins for automating our build, test, and deployment processes. - **Infrastructure as Code (IaC)**: Terraform is our tool of choice for managing cloud infrastructure. - **Configuration Management**: Ansible is used for configuring and managing our servers and applications. - **Monitoring and Logging**: We use Prometheus and Grafana for monitoring,
Part : This Article