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Enterprise Deep Research

·412 words·2 mins
GitHub Python 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,
Part : This Article

Architecture Overview
#### Source

Type: GitHub Repository Original Link: https://github.com/SalesforceAIResearch/enterprise-deep-research Publication Date: 2025-10-23


Summary
#

WHAT - Enterprise Deep Research (EDR) is a multi-agent system from Salesforce that integrates various specialized agents for in-depth business research. It includes a planning agent, specialized research agents, tools for data analysis and visualization, and reflection mechanisms for continuous updating of research.

WHY - EDR is relevant for business AI because it offers a comprehensive solution for automated research and analysis of business data, improving the efficiency and accuracy of research operations. It solves the problem of managing and integrating large volumes of data from different sources.

WHO - The main actors are Salesforce, which develops and maintains the project, and the open-source community that contributes to its development. Potential competitors include other business research platforms and artificial intelligence systems.

WHERE - EDR is positioned in the market of business research and data analysis solutions, integrating with the Salesforce AI ecosystem and other artificial intelligence platforms.

WHEN - EDR is a relatively new project, with a growing user base and an active community. The temporal trend indicates significant growth potential in the near future.

BUSINESS IMPACT:

  • Opportunities: Integration with existing data analysis tools to improve business research and analysis. Possibility of customizing and extending the system to meet specific business needs.
  • Risks: Competition with other business research solutions and the need to keep the system updated with the latest AI technologies.
  • Integration: EDR can be integrated with the existing Salesforce stack and other artificial intelligence platforms, offering a comprehensive solution for research and data analysis.

TECHNICAL SUMMARY:

  • Core technology stack: Python 3.11+, Node.js 20.9.0+, multi-agent framework, support for various LLM providers (OpenAI, Anthropic, Groq, Google Cloud, SambaNova).
  • Scalability: The system is designed to be extensible and supports parallel processing and management of large volumes of data.
  • Technical differentiators: Integration of specialized agents, reflection mechanisms for continuous updating of research, and support for real-time streaming and data visualization.

Use Cases
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  • Private AI Stack: Integration in 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, elaborated through artificial intelligence (in this case with LLM HTX-EU-Mistral3.1Small) on 2025-10-23 13:55 Original Source: https://github.com/SalesforceAIResearch/enterprise-deep-research

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