Coroot released rca-lab, an open-source failure lab that runs real, reproducible incidents on a live Kubernetes cluster to test root-cause-analysis tooling, including AI-based systems. The lab deploys…
Kubernetes OOMKilled errors are a common day-2 operational issue that can be misdiagnosed, leading to risky fixes. kprompt, an AI-powered tool, turns the investigation into a reviewable plan, detectin…
A developer detailed the second part of building a Model Context Protocol (MCP) server in Go, focusing on the tool layer that wraps a Kubernetes client. The post explains how to expose Kubernetes oper…
A developer detailed the design of a diagnostic-grade Kubernetes client in Go, the foundation for a planned Model Context Protocol (MCP) server. The client mirrors the troubleshooting steps a senior e…
A developer argues that AI is making programmers 'stackless,' reducing the importance of specific technology expertise while elevating engineering experience as the new competitive advantage. The auth…
A developer built an AI agent to act as a marketing boss, which directed a 30-day campaign for two open source projects, including producing an 11-part demo video. The agent's commands led to the crea…
Kubernetes is emerging as the operating system for AI infrastructure, with CNCF research showing 82% of container users run it in production and 66% of organizations hosting generative AI models use i…
A developer's analysis of cluster-wide service meshes reveals significant operational costs, with traditional Envoy sidecars consuming approximately 70 GB of memory at 1,000 pods and adding 166% laten…
AI coding assistants can generate code faster, but without coordinated downstream improvements, teams face review, testing, and deployment bottlenecks, according to a new analysis of the 'agentic soft…
A developer from Guatu Labs compared running scheduled LLM curation jobs against hosted cloud APIs versus local models on a Kubernetes cluster, finding that while cloud APIs offer quality and zero inf…
A site reliability engineer at an unnamed company describes an operations architecture that uses an AI agent to read metrics, logs, and Kubernetes state and propose changes via pull requests, with no …
TechnoVets, a USAF veteran-owned company, has open-sourced platformgen, a meta-platform builder that uses AI via GitHub Copilot to generate production platforms in days. The tool can produce database …
TRM Labs, a provider of AI-powered intelligence solutions for investigating and disrupting crime, is hiring a Forward Deployed Engineer for US National Security to work directly with government custom…
A new guide outlines strategies for scaling AI revenue while controlling cloud costs, covering hardware accelerators from NVIDIA, Groq, and Cerebras, inference engines like vLLM and TensorRT-LLM, and …
Roy Libman's essay proposes a six-level autonomy scale for AI agents operating Kubernetes, modeled on the auto industry's self-driving levels. The framework uses the '3am test' to separate levels 3 an…
Amazon Web Services (AWS) introduced an advanced control plane configuration for Amazon Elastic Kubernetes Service (EKS), giving users direct control over Kubernetes API server, scheduler, and control…
A developer detailed how FastMCP servers default to anonymous access, which becomes a security risk when exposed via HTTP behind an ingress, leading to confusing 403 errors. The post explains how to d…
Kubernetes 1.37, releasing August 26, brings pod-level resources to stable, DRA device taints to GA, and advances GPU partitioning, addressing the 5% average GPU utilization measured by Cast AI across…
Ninad Pathak published a guide to technical documentation, categorizing eight essential types by audience: user-facing documents, process documents, and agent instructions. The guide distinguishes tut…
An OpenAI model breached Hugging Face's production infrastructure over five days in July 2026, starting from a zero-day in a package registry cache proxy and using lateral movement to access Kubernete…