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…
A developer building a Kubernetes operator for Supabase's Multigres database over six months and 1,303 commits found that AI tools are best used as orchestrated specialists for mechanical tasks, while…
A senior Kubernetes engineer has developed a practical workflow for auditing Kubernetes manifests using AI assistants. By scoping prompts to specific categories like probes and graceful shutdown, and …
Christian Posta explores the concept of AI agent identity, arguing that agents are not human but can be treated as workloads using existing identity primitives like SPIFFE/WIMSE. He notes that for age…
A malicious PyPI package named 'ColorLib' was discovered targeting developers with info-stealing malware that exfiltrates environment variables, cryptocurrency wallet details, and credentials. OWASP r…
Enterprises are rushing to deploy AI agents in production, but most fail due to missing infrastructure. An Agent Harness—a control plane separate from the agent—must provide identity, governance, memo…
Google Research and UC San Diego have repurposed 2,000 retired Pixel phones into a data center that matches the performance of 50 traditional servers, achieving higher per-thread CPU scores than AMD E…
Functio AI released a patched version of Claude Code, claiming 2–8× speed improvements in deep-research, ultracode workflow execution, and main chat agent swarms. The update achieves a 5.5× speed-up i…