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Qwen3-Coder: Agentic coding in the world

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Hacker News AI Agent Foundation Model
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: Hacker News Discussion Original Link: https://news.ycombinator.com/item?id=44653072 Publication Date: 2025-07-22

Author: danielhanchen


Summary
#

WHAT - Qwen-Coder is an open-source agentic coding model available in various sizes, with the most powerful variant Qwen-Coder-B-AB-Instruct, which supports extended context lengths and delivers high performance in coding and agentic tasks.

WHY - It is relevant for AI business because it represents a significant advancement in the field of agentic coding, offering performance comparable to closed models like Claude Sonnet. This can improve the efficiency and quality of generated code, solving complex problems more effectively.

WHO - Key players include QwenLM, the developer community, and potential competitors in the AI sector.

WHERE - Qwen-Coder positions itself in the market of agentic coding models, integrating with the most used development tools and offering solutions for agentic tasks in various digital fields.

WHEN - Qwen-Coder is a relatively new model, but already established thanks to its advanced performance and the availability of open-source tools like Qwen Code.

BUSINESS IMPACT:

  • Opportunities: Integration with the existing stack to improve code generation and automation of agentic tasks.
  • Risks: Competition with closed models like Claude Sonnet and the need to keep the model updated to remain competitive.
  • Integration: Possibility of using Qwen-Coder to enhance internal development tools and offer advanced solutions to clients.

TECHNICAL SUMMARY:

  • Core technology stack: Mixture-of-Experts model with B active parameters, native support for K tokens and M tokens with extrapolation methods, programming languages, and machine learning frameworks.
  • Scalability: Support for extended context lengths and extrapolation capabilities, optimized for dynamic data and large repositories.
  • Technical differentiators: High performance in agentic tasks, integration with development tools, and ability to improve the quality of synthetic data.

HACKER NEWS DISCUSSION: The discussion on Hacker News mainly highlighted the interest in the tool’s functionalities and the model’s performance. Users appreciated the versatility and effectiveness of Qwen-Coder in various agentic coding tasks. The main themes that emerged concern the practical use of the tool and its superior performance compared to other models. The general sentiment of the community is positive, with a focus on the practicality and efficiency of the model.


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 tools and performance (20 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 2025-09-23 17:11 Original Source: https://news.ycombinator.com/item?id=44653072

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