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…
A developer with a supply chain background explains how software containers work by drawing an analogy to standardized shipping containers. The post describes how Docker packages applications into con…
A user asks if Hugging Face plans to support European cloud providers for training and inference endpoints, citing growing client demand for European infrastructure while preferring Hugging Face's too…
Developer lucasepe built kctx, a read-only Kubernetes context engine designed to provide structured operational facts for humans, scripts, and AI agents. The tool compiles live cluster state into comp…
A developer compared a general-purpose LLM (Claude) with a purpose-built AI SRE tool (Knox) for infrastructure discovery on a small stack of Linux VMs and a Kubernetes cluster. Claude produced a flat …
A new guide details how to monitor LLM inference in production using Prometheus and Grafana, covering metrics like tokens/sec, queue duration, and KV cache pressure for servers such as vLLM, TGI, and …
LLMKube has introduced a new cluster-scoped CRD, AgentRelease, and a self-update path to make fleets of self-hosted LLM agents trustworthy. The system allows safe, automated updates with atomic symlin…
A developer created a machine-readable AGENTS.md guide for safe AI interaction with generic kcp Kubernetes clusters. The guide functions as an API contract, operational policy, and workspace manifest …
OpenRun, an open-source deployment platform for code-first internal tools, has introduced a Service Binding feature that automates database access for applications. The feature allows developers to cr…
FinOps practitioners argue cloud cost must be treated as a real-time metric alongside latency and error rates, with preemptible capacity offering 60-90% discounts for fault-tolerant ML workloads. A Pr…