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@faun shared a link, 5 months, 1 week ago
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Containerizing AI: Hands-On Guide to Deploying ML Models With Docker and Kubernetes

Containerization bundles ML model code and dependencies for reproducibility and portability, easing scaling and isolating environments. Kubernetes automates management for seamless deployments and scalability, guaranteeing consistent performance... read more  

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How I Stopped Worrying About Costs and Learned to Love Kubernetes

Deploying a punyHello Worldapp on Kubernetes? Brace yourself. The meter's running even before your first visitor stumbles in—over$150/monthjust for the control plane. Solution? EnterRackspace Spot. Slash that tab by up to76%using bargain-basement servers that practically pay you at $0.001/hour, plus.. read more  

How I Stopped Worrying About Costs and Learned to Love Kubernetes
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State of App Dev: AI

64% of users find AI tools actually lighten the workload, yet 59% roll their eyes at the hype—function outshines flash.But behind the curtain, data prep still plays villain, tripping up 24% of AI builders... read more  

State of App Dev: AI
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Kubernetes configuration as code – Gitea and ArgoCD

ArgoCDbrings serious application management chops to the table. But when it meets existingHelmsetups, chaos might ensue—junk those old secrets to clear the path... read more  

Kubernetes configuration as code – Gitea and ArgoCD
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AWS Introduces Extended Threat Detection for EKS via GuardDuty

AWSGuardDutycranks up EKS security using slickeBPFagents. These agents snag threats like reverse shells and crypto mining directly at the container level. No fuss with user-deployed agents needed. GuardDuty shrugs off traditional security headaches, nudging cloud giants like AWS toward smarter, hass.. read more  

AWS Introduces Extended Threat Detection for EKS via GuardDuty
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Announcing Argo CD v3.1

Argo CD v3.1rolls out the red carpet forOCI registries. Now you can grab Kubernetes manifests just like container images. Security and portability take center stage. Meet the new Hydrator updates, which stitch dry commits to code, making traceability sleeker and UI displays sharper... read more  

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Hackers Exploit Misconfigured Docker APIs to Mine Cryptocurrency via Tor Network

Wiz Researchdives headfirst into the murky depths of150,000 cloud accounts. They unearth glaring vulnerabilities, pointing fingers at major lapses in data exposure and slipshod access controls... read more  

Hackers Exploit Misconfigured Docker APIs to Mine Cryptocurrency via Tor Network
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@laura_garcia shared a post, 5 months, 1 week ago
Software Developer, RELIANOID

🔁 What is a Load Balancing Switch?

A Load Balancing Switch is a powerful networking device that distributes incoming traffic across multiple servers — improving performance, scalability, and availability. At RELIANOID, we’ve integrated this into our solutions to help businesses: ✅ Optimize resource usage ✅ Ensure high availability ✅ ..

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Embed Video Conferencing in Your App with MirrorFly’s API

Learn how to integrate scalable, secure, and real-time video conferencing into your app using MirrorFly's Video Calling API. This blog walks you through the benefits, technical features, and step-by-step process to embed video calls effortlessly into web or mobile platforms.

In-app video conferencing interface powered by MirrorFly API with real-time low-latency video call features on mobile and web
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@dridhone shared a post, 5 months, 1 week ago
Founder, www.dridhon.com

PCB Overview

Printed Circuit Board A Printed Circuit Board (PCB) is a crucial component in electronic devices, providing both mechanical and electrical support to various electronic components. Here's an overview of PCBs covering their structure, types, manufacturing process, and applications: Structure of a PCB..

Business Process Automation Using UiPath (1)
DeepSeekMath-V2 is a state-of-the-art mathematical reasoning model built on the DeepSeek-V3.2-Exp-Base architecture with 685 billion parameters. Unlike conventional math-focused language models that optimize only for correct final answers, DeepSeekMath-V2 introduces a self-verification framework where the model generates, inspects, and validates its own mathematical proofs.

This approach enables rigorous, step-by-step reasoning suitable for theorem proving, scientific research, and domains requiring high-integrity logic. The model is trained through a generation-verification loop involving a dedicated LLM-based verifier and reinforcement learning optimized for proof correctness rather than answer matching.

DeepSeekMath-V2 achieves gold-level scores on IMO 2025 and CMO 2024, along with a groundbreaking 118/120 on the Putnam 2024 contest. Released under the Apache 2.0 license and hosted on Hugging Face, it is fully open source for research and commercial use.