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@shurup gave ๐Ÿพ to Spotlight on SIG Architecture: API Governance , 1ย month, 1ย week ago.
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@laura_garcia shared a post, 1ย month, 1ย week ago
Software Developer, RELIANOID

๐Ÿš€ ๐—ฆ๐—–๐—”๐—Ÿ๐—˜ ๐Ÿฎ๐Ÿฏ๐˜… โ€“ ๐—ฆ๐—ผ๐˜‚๐˜๐—ต๐—ฒ๐—ฟ๐—ป ๐—–๐—ฎ๐—น๐—ถ๐—ณ๐—ผ๐—ฟ๐—ป๐—ถ๐—ฎ ๐—Ÿ๐—ถ๐—ป๐˜‚๐˜… ๐—˜๐˜…๐—ฝ๐—ผ

๐Ÿ“… March 5โ€“8, 2026 | ๐Ÿ“ Pasadena, California SCALE 23x โ€“ Southern California Linux Expo is back โ€” North Americaโ€™s largest community-run open source conference! Four days of: ๐Ÿ”น Open source innovation ๐Ÿ”น DevOps & cloud-native deep dives ๐Ÿ”น Cybersecurity insights ๐Ÿ”น Hands-on technical workshops ๐Ÿ”น Real commu..

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@laura_garcia shared a post, 1ย month, 1ย week ago
Software Developer, RELIANOID

Weโ€™re heading to Big Data & AI World 2026

Weโ€™re heading to Big Data & AI World 2026 ๐Ÿ“ 4โ€“5 March 2026 | London Part of Tech Show London 2026, this event brings together data and AI leaders focused on responsible, scalable AI and measurable business outcomes. At RELIANOID, we enable secure, high-performance infrastructures ready for AI-driven..

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Realtime Prompting Guide

OpenAI shipsgpt-realtimeand declares GA for theRealtime API. It's a speech-to-speech model that tightens instruction-following, steadiestool calling, and lifts voice fidelity. Latency drops. True realtime agents become possible. The release prescribesprompt skeletons,JSON envelopetool outputs,sessio.. read more ย 

Realtime Prompting Guide
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@kala shared a link, 1ย month, 2ย weeks ago
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The Pentagon is making a mistake by threatening Anthropic

Anthropic's Claude Gov, optimized for national security uses, has fewer restrictions than regular versions. The Pentagon is threatening retaliation if Anthropic does not waive these restrictions by Friday, including invoking the Defense Production Act or declaring Anthropic a supply chain risk. Anth.. read more ย 

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@kala shared a link, 1ย month, 2ย weeks ago
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Do you need an MCP to build your native app?

Do you need an MCP to build your native app? Surprisingly, modern agents succeed either way. The real difference is how much time, cost, and context you waste along the way... read more ย 

Do you need an MCP to build your native app?
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@kala shared a link, 1ย month, 2ย weeks ago
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Introducing helm

helm usesTypeScripttypes to registerskillsas typed functions with structured I/O. Permissions follow a clear precedence: exactโ†’wildcardโ†’skillโ†’global. Agents get a keywordsearchtool and a code-execution tool that runs JS inside anSESsandbox. A recursiveproxyforwards calls overIPCto the parent, which .. read more ย 

Introducing helm
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Before You Migrate: Five Surprising Ingress-NGINX Behaviors You Need to Know

The K8s blog exposesIngress-NGINXdefaults that clash withGateway API. These include case-insensitive prefix regexes. Host-wide annotation effects. Path rewrites. Slash redirects. URL normalization. Kubernetes retiresIngress-NGINXinMarch 2026.Gateway API 1.5graduatesListenerSetand theHTTPRoute CORS.. read more ย 

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@kaptain shared a link, 1ย month, 2ย weeks ago
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Spotlight on SIG Architecture: API Governance

Kubernetes SIG Architectureโ€™s API Governance crew is tightening the screws on stability, consistency, and cross-cutting sanity across the whole API surface. Not just REST. Theyโ€™re eyeing the overlooked stuff too - CLI flags, config formats, anything that shapes how users and tools touch the system. .. read more ย 

Flask is an open-source web framework written in Python and created by Armin Ronacher in 2010. It is known as a microframework, not because it is weak or incomplete, but because it provides only the essential building blocks for developing web applications. Its core focuses on handling HTTP requests, defining routes, and rendering templates, while leaving decisions about databases, authentication, form handling, and other components to the developer. This minimalistic design makes Flask lightweight, flexible, and easy to learn, but also powerful enough to support complex systems when extended with the right tools.

At the heart of Flask are two libraries: Werkzeug, which is a WSGI utility library that handles the low-level details of communication between web servers and applications, and Jinja2, a templating engine that allows developers to write dynamic HTML pages with embedded Python logic. By combining these two, Flask provides a clean and pythonic way to create web applications without imposing strict architectural patterns.

One of the defining characteristics of Flask is its explicitness. Unlike larger frameworks such as Django, Flask does not try to hide complexity behind layers of abstraction or dictate how a project should be structured. Instead, it gives developers complete control over how they organize their code and which tools they integrate. This explicit nature makes applications easier to reason about and gives teams the freedom to design solutions that match their exact needs. At the same time, Flask benefits from a vast ecosystem of extensions contributed by the community. These extensions cover areas such as database integration through SQLAlchemy, user session and authentication management, form validation with CSRF protection, and database migration handling. This modular approach means a developer can start with a very simple application and gradually add only the pieces they require, avoiding the overhead of unused components.

Flask is also widely appreciated for its simplicity and approachability. Many developers write their first web application in Flask because the learning curve is gentle, the documentation is clear, and the framework itself avoids unnecessary complexity. It is particularly well suited for building prototypes, REST APIs, microservices, or small to medium-sized web applications. At the same time, production-grade deployments are supported by running Flask applications on WSGI servers such as Gunicorn or uWSGI, since the development server included with Flask is intended only for testing and debugging.

The strengths of Flask lie in its minimalism, flexibility, and extensibility. It gives developers the freedom to assemble their application architecture, choose their own libraries, and maintain tight control over how things work under the hood. This is attractive to experienced engineers who dislike being boxed in by heavy frameworks. However, the same freedom can become a limitation. Flask does not include features like an ORM, admin interface, or built-in authentication system, which means teams working on very large applications must take on more responsibility for enforcing patterns and maintaining consistency. In situations where a project requires an opinionated, all-in-one solution, Django or another full-stack framework may be a better fit.

In practice, Flask has grown far beyond its initial positioning as a lightweight tool. It has been used by startups for rapid prototypes and by large companies for production systems. Its design philosophyโ€”keep the core simple, make extensions easy, and let developers decideโ€”continues to attract both beginners and professionals. This balance between simplicity and power has made Flask one of the most enduring and widely used Python web frameworks.