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@devopslinks shared a link, 3 months, 1 week 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  

Declarative Action Architecture
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@devopslinks shared a link, 3 months, 1 week ago
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Comparing AWS Lambda Arm64 vs x86_64 Performance Across Multiple Runtimes in Late 2025

A new open-source benchmark looked at 183,000 AWS Lambda invocations, andarm64 beats x86_64across the board in both cost and speed. Rust on arm64 with SHA-256 tuned in assembly? It clocks in 4–5× faster than x86 in CPU-heavy tasks. Cold starts are snappy too—5–8× quicker than Node.js and Python... read more  

Comparing AWS Lambda Arm64 vs x86_64 Performance Across Multiple Runtimes in Late 2025
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@kaptain shared an update, 3 months, 1 week ago
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Agent Sandbox Brings Kernel-Level Guardrails to AI Agents on Kubernetes

gVisor Kata Containers Google Kubernetes Engine (GKE) Kubernetes

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, 3 months, 1 week ago
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AWS Unveils Graviton5: A 192-Core Leap in Cloud Performance and Efficiency

Amazon Web Services Amazon EC2

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, 3 months, 1 week ago
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Tor Goes Rust: Introducing Arti, a New Foundation for the Future of Tor

Arti Rust Tor

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 , 3 months, 1 week ago.
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@varbear added a new tool Tor , 3 months, 1 week ago.
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@kala shared an update, 3 months, 1 week ago
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Gemini Deep Research Is Now Programmable Through a New API

Gemini 3 Vertex AI

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 , 3 months, 1 week ago.
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@kala added a new tool Gemini 3 , 3 months, 1 week ago.
Talos Linux is an ultra-minimal, security-focused, and fully immutable Linux distribution built from the ground up for Kubernetes. Instead of relying on traditional package managers or SSH, Talos exposes a gRPC-based API for node administration, enabling fully automated, declarative, and reproducible cluster operations. The OS removes unnecessary components such as shell access and mutable system state, significantly reducing the attack surface and operational complexity.

Talos tightly integrates with Kubernetes by managing kubelet, container runtime, and system services as part of a unified, API-driven control plane. Its immutable design ensures consistent behavior across nodes, eliminates configuration drift, and simplifies upgrades through atomic, transactional updates. Talos is widely adopted in production clusters, edge deployments, home labs, and hardened environments where reliability and security are critical.