A developer released an MCP server providing Claude and other MCP-compatible AI with access to over 100 engineering tools, including search and boilerplate generation for 30+ stacks. The tool, availab…
A 17-year-old cloud and DevOps engineer observes that junior engineers are learning AI faster than foundational systems like networking, Linux, and infrastructure. The engineer warns that this gap cou…
Sentinel, a new open-source tool, scans codebases of up to 25,000 files in 55 seconds to generate structured, token-efficient context packs for AI coding agents. It operates entirely offline with zero…
ZoomRx Healthcare Pvt Ltd is hiring a Staff Software Engineer for hybrid roles in Chennai, Pune, or Gurugram. The role involves end-to-end engineering ownership using AI tools like Claude Code and Cod…
Google released OpenRL, an open-source API for fine-tuning large language models on Kubernetes clusters, aiming to decouple infrastructure from AI research and improve GPU utilization by running multi…
A DevOps engineer evaluated AI tools for infrastructure work in 2026, ranking them by practical usefulness rather than benchmarks. The shortlist includes Claude for troubleshooting, ChatGPT for code g…
Port has identified seven categories of hidden infrastructure debt that arise when AI agents move from local demos to production in enterprise systems, including integrations, observability, governanc…
By 2026, AI workloads will consume roughly 40% of enterprise Kubernetes clusters, but the default scheduler is ill-suited for GPU-intensive tasks, leading to 30-45% GPU utilization rates and wasted co…
Robert Erez, a principal engineer at Octopus Deploy, discussed CI/CD best practices on The Pragmatic Engineer podcast, advocating for rolling forward instead of rolling back, warning that GitOps is no…
A developer built Neural Inverse Cloud, a remote development environment that integrates AI as infrastructure rather than a premium add-on. The platform uses Kubernetes with pre-warmed workspace pools…
A developer integrated AWS Bedrock Guardrails into a Kong AI Gateway running on Kubernetes to enforce compliance and safety policies on LLM traffic. The setup blocks or anonymizes sensitive data like …
Tigera announced Lynx, a unified control plane for Kubernetes-native AI agents, to address security challenges posed by autonomous, non-deterministic AI agents. Lynx authenticates, authorizes, mediate…
AI agents face a reliability crisis because their infrastructure lacks the durability guarantees that distributed systems have long provided. A developer illustrates how a simple refund agent can doub…
Kaupang, a push-based deploy CLI for Docker Compose, Swarm, and Kubernetes, has been released with a drag-and-drop builder. The tool allows developers to define environments in TypeScript and deploy t…
AI memory systems for LLM agents fail at scale due to structural precision problems in similarity search, not incidental issues. Testing across three embedding models showed mean retrieval precision o…
SigNoz released a guide for instrumenting Java and Spring Boot applications with OpenTelemetry to send traces to its observability platform. The guide covers automatic instrumentation via the OpenTele…
A developer deployed a Llama 3 inference endpoint on Oracle Cloud Infrastructure's OKE cluster using vLLM and NVIDIA A10 GPUs in about 20 minutes. The setup cost $1.52/hr on-demand or $0.46/hr preempt…
A DevOps engineer explains AI, Machine Learning, and MLOps concepts for infrastructure professionals. The article contrasts traditional programming with ML, where models learn rules from data instead …
A researcher using nanoGPT on a MacBook Pro faces dependency failures when moving to a GPU cluster, prompting a solution using Nix and Flox to create reproducible, cross-platform runtime environments …
AI code scanners become trustworthy only when fed explicit threat models, according to a cross-domain analysis of autonomous systems. Production agents require distributed-systems rigor including idem…