Updates and recent posts about Kubernetes..

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@devopslinks shared a link, 6 months ago

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Declarative Action Architecture

The Declarative Action Architecture (DAA) is a scalable E2E testing pattern that separates concerns across three distinct layers. TheTest Layeris 100% declarative, statingwhatis being tested without any procedural logic, making tests read like documentation. The coreAction Layerimplements the execut.. read more

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@kaptain shared an update, 6 months ago

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Agent Sandbox Brings Kernel-Level Guardrails to AI Agents on Kubernetes

#Agent S... #gVisor #AI agen... #GKE #kuberne...

Agent Sandbox, a new Kubernetes primitive, was introduced at KubeCon NA 2025 to enhance AI agent management on Kubernetes and Google Kubernetes Engine.

Agent Sandbox Brings Kernel-Level Guardrails to AI Agents on Kubernetes

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@devopslinks shared an update, 6 months ago

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AWS Unveils Graviton5: A 192-Core Leap in Cloud Performance and Efficiency

#M9g ins... #Nitro S... #EC2 #aws #Gravito...

AWS introduces Graviton5-based EC2 M9g instances, boosting performance by 25% and enhancing scalability while reducing costs.

AWS Unveils Graviton5: A 192-Core Leap in Cloud Performance and Efficiency

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@varbear shared an update, 6 months ago

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Tor Goes Rust: Introducing Arti, a New Foundation for the Future of Tor

#Rust #Securit... #Tor #Arti #cryptog...

The development of "Arti," a Rust-based Tor implementation funded by Zcash, aims to enhance security and efficiency by addressing the limitations of the current C-based Tor.

Tor Goes Rust: Introducing Arti, a New Foundation for the Future of Tor

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@varbear added a new tool Arti , 6 months ago.

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@varbear added a new tool Tor , 6 months ago.

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@kala shared an update, 6 months ago

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Gemini Deep Research Is Now Programmable Through a New API

#Gemini ... #Interac... #DeepSea... #financi... #automat...

The enhanced Gemini Deep Research agent is now available via API, enabling developers to integrate advanced research capabilities into applications, with the open-sourcing of DeepSearchQA for evaluating complex tasks.

Gemini Deep Research Is Now Programmable Through a New API

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@kala added a new tool Vertex AI , 6 months ago.

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@kala added a new tool Gemini 3 , 6 months ago.

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@kala shared an update, 6 months ago

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GitHub Copilot Adds GPT-5.2 With Long-Context and UI Generation

#GPT-5.2 #Copilot #GitHub ... #github #OpenAI

OpenAI unveils GPT-5.2 for GitHub Copilot, enhancing software engineering with improved long-context reasoning and UI generation, integrated with Microsoft Azure and NVIDIA.

GitHub Copilot Adds GPT-5.2 With Long-Context and UI Generation

Kubernetes, often abbreviated as K8s, is an open-source orchestration platform designed to automate the deployment, scaling, and management of containerized applications. It acts as a "brain" for your infrastructure, ensuring that your containers run exactly where and how they should across a cluster of physical or virtual machines, abstracting away the underlying hardware to treat the entire data center as a single computational resource.

At its core, Kubernetes operates on a declarative model: you define the "desired state" of your application—such as how many replicas should be running or how much CPU they should use - and the system continuously works to maintain that state. If a container crashes or a node fails, Kubernetes automatically detects the discrepancy and restarts or reschedules the workload to ensure zero downtime, providing a self-healing environment that is critical for modern, high-availability systems.

Beyond simple container management, Kubernetes provides a robust ecosystem for networking, storage, and security. It handles service discovery and load balancing internally, allowing containers to communicate seamlessly without hardcoded IP addresses, and orchestrates storage mounting from various providers. By standardizing how applications are deployed and scaled, Kubernetes enables developers to move from local development to global production with consistent and predictable results.