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We used DeepSeek OCR to extract every dataset from tables/charts ac...

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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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Type: Content Original link: https://x.com/askalphaxiv/status/1980722479405678593?s=43&t=ANuJI-IuN5rdsaLueycEbA Publication date: 2025-10-23


Summary
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WHAT - This tweet discusses a comparison between DeepSeek OCR and Mistral OCR for extracting datasets from tables and charts in over 500,000 AI articles on arXiv.

WHY - It is relevant for the AI business because it demonstrates the efficiency and reduced cost of DeepSeek OCR compared to a competitor, highlighting opportunities for savings and improvement in data extraction from academic documents.

WHO - The main players are DeepSeek (developer of DeepSeek OCR) and Mistral (developer of Mistral OCR), with a focus on researchers and companies that use arXiv for scientific literature.

WHERE - It positions itself in the market for OCR solutions for data extraction from academic and scientific documents, with a focus on efficiency and cost.

WHEN - The tweet is recent, indicating a current comparison between two OCR tools, with DeepSeek OCR emerging as a more cost-effective and potentially more efficient solution.

BUSINESS IMPACT:

  • Opportunities: Adoption of DeepSeek OCR to reduce operational costs in dataset extraction from academic documents.
  • Risks: Competition with existing OCR solutions like Mistral OCR, which may offer additional or improved features.
  • Integration: Possible integration of DeepSeek OCR into the existing stack to automate data extraction from scientific articles.

TECHNICAL SUMMARY:

  • Core technology stack: Not specified, but it probably includes optical character recognition (OCR) technologies and machine learning for data extraction from tables and charts.
  • Scalability: DeepSeek OCR has demonstrated scalability for processing over 500,000 articles, indicating a good ability to handle large volumes of data.
  • Key technical differentiators: Significantly lower cost compared to Mistral OCR for the same task, suggesting a competitive advantage in terms of economic efficiency.

Use Cases
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  • Private AI Stack: Integration into proprietary pipelines
  • Client Solutions: Implementation for client projects
  • 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, processed through artificial intelligence (in this case with LLM HTX-EU-Mistral3.1Small) on 2025-10-23 13:55 Original source: https://x.com/askalphaxiv/status/1980722479405678593?s=43&t=ANuJI-IuN5rdsaLueycEbA

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