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How AI is getting better at finding security holes
9+ hour, 39+ min ago (1039+ words) In the past few months, AI models have gone from producing hallucinations to becoming effective at finding security flaws in software, according to developers who maintain widely used cyber infrastructure. Those pieces of software, among other things, power operating systems…...
The Kubernetes Automation'Trust Gap'No One Talks About
4+ day, 14+ hour ago (1487+ words) For platform and Dev Ops teams For ITOps leaders and sys admins For resellers and service providers The selective distrust of autonomous Kubernetes rightsizing, and how to overcome it. The CI/CD pipeline deploys code fifty times a day, and…...
HPA-managed workloads: Why the obvious waste stays
1+ hour, 20+ min ago (416+ words) Teams running Kubernetes can usually see where'they're'overprovisioned. Requests are higher than they need to be, there's consistent headroom, and capacity sits underused.' This has been true for a while, but it is'showing up'more often now as more teams run'burstier'model-serving workloads…...
Designing a Scalable Recovery Service for Distributed Systems
2+ hour, 2+ min ago (535+ words) Failures are a normal and expected part of distributed systems. If these failures are not handled properly, your system can lose data, create duplicates, or leave you with no visibility into what went wrong. This article explains a simple and…...
Open Agent Deployment Chips Away at Platform Lock-In
1+ day, 4+ hour ago (12+ words) Surf - Crypto's Ultimate AI...
Pi Node Installation Guide: How Pi Network Users Can Set Up Desktop Nodes and Join the Web3 Infrastructure Layer | MEXC News
19+ hour, 6+ min ago (925+ words) Pi Node Installation Guide: How Pi Network Users Can Set Up Desktop Nodes and Join the Web3 Infrastructure Layer Unlike traditional crypto mining systems that rely on energy-intensive hardware, Pi Network adopts a more accessible approach by allowing users to participate…...
Elastic File System (EFS) | Startup Hub. ai Products
6+ hour, 54+ min ago (10+ words) Elastic File System (EFS)Startup Hub. ai Elastic File System (EFS)...
How I Built a Lightning-Fast Face Recognition Batch Processor using Python & Docker
3+ hour, 47+ min ago (365+ words) I wanted to automate this, but I quickly ran into a wall: performing deep learning face recognition on thousands of high-resolution images is computationally expensive and memory-hungry. These vectors'along with metadata and file paths'are saved into a binary. pkl file....
Git Ops vs Git Hub Actions: Security-First in Production
4+ hour, 19+ min ago (782+ words) Last month I migrated two production clusters from Git Hub Actions-only deployments to a hybrid Git Ops setup with Argo CD. The trigger? A misconfigured workflow secret that exposed an AWS key for 11 minutes before our scanner caught it. Nothing happened…...
Stop Ngrok Tunnels: Enterprise Security Practices for Your Homelab
5+ hour, 45+ min ago (361+ words) Ngrok is one of those tools that's dangerously easy to love. Spin up a tunnel, get a public URL, share your local service with the world. But that convenience hides real risk " especially if you're running a homelab where tunnels…...