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SurfSense

·360 words·2 mins
GitHub Open Source Python
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
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#### Source

Type: GitHub Repository Original Link: https://github.com/MODSetter/SurfSense Publication Date: 2025-09-06


Summary
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WHAT - SurfSense is an open-source alternative to tools like NotebookLM and Perplexity, which integrates with various external sources such as search engines, Slack, Jira, GitHub, and others. It is a service that allows you to create a customized and private notebook, integrated with external sources.

WHY - It is relevant for AI business because it offers a customizable and private solution for managing and analyzing data from different sources, improving the effectiveness of searches and data interactions.

WHO - The main players are the open-source community and developers who contribute to the project, as well as potential users looking for private and customizable solutions for data management.

WHERE - It positions itself in the market of AI solutions for data management and analysis, offering an open-source alternative to commercial tools like NotebookLM and Perplexity.

WHEN - It is a relatively new but rapidly growing project, with an active community and a significant number of stars and forks on GitHub.

BUSINESS IMPACT:

  • Opportunities: Integration with the existing stack to offer more powerful and customizable data search and analysis solutions.
  • Risks: Competition with established commercial tools, but open-source can be an advantage for adoption.
  • Integration: Possible integration with existing data management systems and analysis tools.

TECHNICAL SUMMARY:

  • Core technology stack: Python, FastAPI, Next.js, TypeScript, support for various embedding models and LLMs.
  • Scalability: High scalability thanks to the open-source architecture and the possibility of self-hosting.
  • Technical differentiators: Support for over 100 LLMs, 6000+ embedding models, and advanced RAG (Retrieval-Augmented Generation) techniques.

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

Resources
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Original Links #


Article suggested and selected by the Human Technology eXcellence team, elaborated through artificial intelligence (in this case with LLM HTX-EU-Mistral3.1Small) on 2025-09-06 10:46 Original source: https://github.com/MODSetter/SurfSense

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