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Source channel @githubtrending · Post #14925 · Jul 7

#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5]. https://github.com/humanlayer/12-factor-agents

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@githubtrending · Post #14942 · 07/10/2025, 01:30 PM

#go#chart#charts#cncf#helm#kubernetes Helm is a tool that helps manage applications on Kubernetes. It simplifies deploying and managing apps by using pre-configured packages called Helm Charts. These charts include all the necessary resources for an application, making it easy to install, update, or remove apps with just a few commands. This saves time and reduces errors, as you only need to edit a single file to change settings across different environments. Using Helm boosts productivity and makes deploying complex applications much easier. https://github.com/helm/helm

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@githubtrending · Post #14809 · 06/08/2025, 01:30 PM

#ruby#beginners#hacktoberfest#hacktoberfest2020#helm#kubernetes#kubetools Kubernetes is a powerful tool for managing containerized applications. To learn Kubernetes, you can use platforms like Kubelabs, which offer interactive tutorials and labs. These resources help you understand Kubernetes concepts from the basics to advanced levels. By using these platforms, you can practice deploying applications, managing resources, and ensuring high availability and scalability. This hands-on approach helps you gain practical experience and improve your skills in managing complex applications efficiently. https://github.com/collabnix/kubelabs

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@githubtrending · Post #15595 · 04/01/2026, 11:30 AM

#go#distribution_spec#helm#kubernetes#oci#oci_distribution#opencontainers#zot Zot is a lightweight, production-ready OCI-native container registry for storing images, Helm charts, SBOMs, and other artifacts without vendor lock-in. It offers built-in authentication (OIDC, LDAP), storage options (S3, Azure), scanning, caching to cut Docker Hub limits/latency, and ARM/edge support as a single binary. You benefit by easily self-hosting a secure, scalable alternative to Docker Hub, saving costs, boosting speed, and enabling secret-less workflows on any device. https://github.com/project-zot/zot