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Qwen-Image-Edit-2509: Multi-Image Support,Improved Consistency

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Articoli Tool Image Generation
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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#### Source

Type: Web Article Original link: https://qwen.ai/blog?id=7a90090115ee193ce6a7f619522771dd9696dd93&from=research.latest-advancements-list Publication date: 2025-09-23


Summary
#

WHAT - Qwen is an article about an artificial intelligence model that offers complete functionalities including chatbots, image and video understanding, image generation, document processing, web search integration, tool usage, and artifact management.

WHY - It is relevant for AI business because it demonstrates a versatile model that can be integrated into various business applications, improving operational effectiveness and innovation. It solves the problem of having a single model that can handle multiple tasks without the need for separate specializations.

WHO - The main actors include Qwen developers and users, as well as the AI community that discusses and evaluates its capabilities. The competition is with other AI models that offer similar functionalities.

WHERE - It positions itself in the market of versatile AI solutions, competing with models like Mistral and Llama, which offer similar functionalities.

WHEN - Qwen is a relatively new model, but it is gaining attention for its advanced capabilities. The time trend shows a growing interest and discussion in the AI community.

BUSINESS IMPACT:

  • Opportunities: Integrating Qwen into our stack to offer complete AI solutions to clients, improving competitiveness.
  • Risks: Competition with similar models may require continuous updates and improvements.
  • Integration: Possible integration with our existing stack to expand image and document processing capabilities.

TECHNICAL SUMMARY:

  • Core technology stack: Qwen uses advanced deep learning models, supported by frameworks like PyTorch. Image generation and video understanding capabilities are based on specialized neural architectures.
  • Scalability and limits: Qwen can handle large context windows, but there are discussions about the practicality of windows beyond 25-30k tokens. Scalability depends on the ability to handle large volumes of data and simultaneous requests.
  • Technical differentiators: The ability to handle multiple tasks with a single model, including image generation and video understanding, is a strength. However, the visual quality of the generated images has been criticized.

Use Cases
#

  • 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

Third-Party Feedback
#

Community feedback: Users appreciate the capabilities of Qwen-Image, noting its advantage over other open-source models and its effectiveness in image editing. However, there are concerns about the practical utility of large context windows in AI models, with some suggesting limits around 25-30k tokens. Some users have expressed disappointment over the lack of open weights in Qwen VLo, while others have criticized the visual quality of the generated images.

Full discussion


Resources
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Original Links #

  • Qwen - Original link

Article reported and selected by the Human Technology eXcellence team, processed through artificial intelligence (in this case with LLM HTX-EU-Mistral3.1Small) on 2025-09-23 16:48 Original source: https://qwen.ai/blog?id=7a90090115ee193ce6a7f619522771dd9696dd93&from=research.latest-advancements-list

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