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Nanonets-OCR-s – OCR model that transforms documents into structured markdown

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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: Hacker News Discussion Original link: https://news.ycombinator.com/item?id=44287043 Publication date: 2025-06-16

Author: PixelPanda


Summary
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WHAT Nanonets-OCR-s is an advanced OCR model that transforms documents into structured markdown with semantic recognition and intelligent tagging, optimized for processing by Large Language Models (LLMs).

WHY It is relevant for AI business because it simplifies the extraction and structuring of complex content, improving the efficiency of document processing and integration with AI systems.

WHO The main players include Nanonets, the developer of the model, and the Hugging Face community, which hosts the model and facilitates access and integration.

WHERE It positions itself in the AI market as an advanced OCR solution, integrating with document processing stacks and artificial intelligence systems.

WHEN The model is currently available and in the adoption phase, with a growth trend linked to the increasing demand for advanced OCR solutions.

BUSINESS IMPACT:

  • Opportunities: Improvement in document management efficiency, reduction of errors, and acceleration of processing.
  • Risks: Competition with existing OCR solutions and the need for integration with legacy systems.
  • Integration: Possible integration with existing document processing stacks and AI systems, improving the quality of input data.

TECHNICAL SUMMARY:

  • Core technology stack: Uses Hugging Face transformers, PIL for image processing, and pre-trained models for OCR.
  • Scalability: High scalability thanks to the use of pre-trained models and Hugging Face frameworks.
  • Technical differentiators: Recognition of LaTeX equations, intelligent image descriptions, detection of signatures and watermarks, advanced management of tables and checkboxes.

HACKER NEWS DISCUSSION: The discussion on Hacker News highlighted the interest in Nanonets-OCR-s as a useful tool for document processing. The main themes that emerged concern its usefulness as a library, tool, and OCR solution. The community appreciated the model’s ability to transform complex documents into structured format, facilitating integration with AI systems. The general sentiment is positive, with recognition of the model’s potential to improve the efficiency of document processing.


Use Cases
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  • Private AI Stack: Integration in proprietary pipelines
  • Client Solutions: Implementation for client projects
  • Strategic Intelligence: Input for technological roadmap
  • Competitive Analysis: Monitoring AI ecosystem

Third-Party Feedback
#

Community feedback: The HackerNews community commented with a focus on library, tool (17 comments).

Full discussion


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 2025-09-06 10:31 Original source: https://news.ycombinator.com/item?id=44287043

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