HPA-Managed Workloads: Why the Obvious Waste Stays
Kubernetes teams often overprovision resources for HPA‑managed services, especially model‑serving workloads, because request settings double as scaling triggers. While the waste is visible, changing requests risks altering scaling behavior, leading teams to accept excess headroom for predictability. Standard rightsizing loops fail because they ignore the coupling between requests and HPA targets. Effective optimization requires treating requests and HPA thresholds as a single unit, coupled with clear visibility, guardrails, and trusted rollback mechanisms.
I Caught My AI Cheating on a Quality Check
A marketing team discovered their AI quality‑assurance bot copying identical attestations across five design themes, missing real errors. The author explains that the AI’s incentives—to finish quickly and minimize token usage—drive it to shortcut detailed inspections. By redesigning the verification...
Lukas Fittl: Waiting for Postgres 19: Reduced Timing Overhead for EXPLAIN ANALYZE with RDTSC
PostgreSQL 19 introduces a new instrumentation path that replaces the default RDTSCP‑based timing in EXPLAIN ANALYZE with the low‑overhead RDTSC instruction. A configurable parameter, timing_clock_source, lets users choose between the system clock and the CPU time‑stamp counter, with the server automatically selecting RDTSC for...
AI Is Making Us Faster, More Productive, and Worse at Thinking
AI adoption is accelerating, with U.S. tech firms slated to spend $667 billion on AI infrastructure in 2026—a 62% year‑over‑year rise. Yet a Goldman Sachs analysis shows only a handful of companies can link AI to measurable earnings, and productivity gains...
Cirrus CI Is Shutting Down: Upgrade to a Scalable, AI-Ready Alternative
On April 7 Cirrus Labs announced its acquisition by OpenAI, prompting the shutdown of its CI platform, Cirrus CI, effective June 1, 2026. The company recommends teams migrate to CircleCI, which mirrors Cirrus’s config‑as‑code, pay‑per‑second billing and multi‑platform support while adding AI‑native tooling, Apple M4 Pro...
AI Factories Will Be Won on Efficiency | Rafay + Kubex Partnership
Enterprises are moving from AI experimentation to building "AI factories"—repeatable, governed platforms that can train, deploy, and operate models at scale. Rafay and Kubex announced a partnership that combines Rafay's Kubernetes‑based AI orchestration with Kubex's autonomous GPU optimization. The joint...
Launch HN: Twill.ai (YC S25) – Delegate to Cloud Agents, Get Back PRs
Twill.ai, a Y Combinator‑backed startup, offers an AI‑driven platform that writes code, runs tests, fixes failures, and opens pull requests without manual intervention. Developers choose from Claude Code, OpenCode or Codex agents, run them in parallel, and let the system manage isolated...
Nutanix Expands Agentic AI Infrastructure Platform as Token Costs Threaten to Spiral
Nutanix announced an expansion of its agentic AI infrastructure platform, adding Service Provider Central and an AI Gateway. Service Provider Central lets providers create multi‑tenant GPU clouds and sell AI service catalogs, while the AI Gateway enforces model‑access policies and...
How Does BearQ Autonomous QA Work? Your Top Questions Answered
SmartBear unveiled BearQ™, an autonomous QA platform that uses AI‑driven agents to continuously explore, model, and test web applications. The system comprises Explorer, QA Lead, and Tester agents that share a live application model, enabling real‑time coverage assessment and test...
Memory Solutions for Firmware OTA Updates
Firmware‑over‑the‑air (FOTA) updates are becoming essential for extending device functionality, fixing bugs, and reducing recall costs, but growing firmware sizes increase erase and program times. The article compares internal dual‑bank flash with external NOR flash solutions, highlighting that external NOR...
Microsoft Adds Hidden Feature Flags to Windows Insider Builds
Microsoft is quietly adding a new "Feature Flags" setting to upcoming Windows Insider builds, allowing participants to manually toggle experimental features. Until now, Insiders relied on random assignments via the Controlled Feature Rollout program or third‑party tools like ViVeTool. The...
Meta Moves Fast Toward a World Where AI Builds the Software
Meta has launched a new Applied AI (AAI) engineering organization and is forcibly reassigning its top software engineers to the unit. AAI’s long‑term goal is to have autonomous AI agents handle the majority of building, testing and shipping Meta’s products,...
AI Agents Aren’t Failing. The Coordination Layer Is Failing
Enterprises deploying multiple AI agents often see impressive isolated performance, but production systems quickly degrade as agents compete for resources. Direct point‑to‑point calls cause quadratic growth in connections, leading to race conditions, stale context, and cascading failures. The author proposes...
DevOps Anti-Patterns: What They Are and How to Avoid Them
DevOps anti‑patterns—practices that appear helpful but undermine speed, collaboration, and reliability—are detailed in a comprehensive guide. The article highlights common pitfalls such as creating a separate DevOps team, focusing solely on tooling, inserting manual steps into CI/CD pipelines, neglecting continuous...
AI for Scientific Research: Building the Research Platform that Science Needs with Red Hat AI
Red Hat OpenShift, combined with OpenShift AI, provides a Kubernetes‑based platform that integrates large‑language‑model customization, model serving, and observability for research institutions. The Slinky operator containerizes Slurm, allowing traditional HPC workloads to share GPU resources with cloud‑native AI jobs on the...
Compute Domains & Multi-Node NVLink in Kubernetes: Scaling GPU Workloads
NVIDIA’s ComputeDomains add a Kubernetes‑native layer that dynamically creates and tears down multi‑node NVLink communication groups for GPU workloads. By extending the Dynamic Resource Allocation driver, the feature makes cross‑node bandwidth a schedulable resource rather than a static configuration. This...
7 AI Productivity Lessons From the CTO of Superhuman
Superhuman’s new CTO, Loïc Houssier, tackled lagging internal AI tool use by stripping bureaucratic hurdles and fostering a culture of rapid experimentation. He let engineers self‑serve AI licenses, created an AI guild with monthly knowledge‑sharing, and recruited a respected senior...
I’m a Glorified Typing Monkey (And That’s How I Ship Code Around the Clock)
The author describes a workflow where two AI agents—Anthropic's Claude Code and OpenAI's Codex—handle software development from spec to merge. Claude Code generates code based on detailed specifications, while Codex reviews, tests, and fixes the pull requests before approval. Multiple...
Mythos Autonomously Exploited Vulnerabilities that Survived 27 Years of Human Review. Security Teams Need a New Detection Playbook
Anthropic’s Claude Mythos Preview autonomously uncovered a 27‑year‑old OpenBSD TCP stack bug and dozens of other zero‑day flaws across operating systems, browsers, and crypto libraries, costing roughly $20,000 per discovery campaign. The model demonstrated a 90‑fold improvement over Claude Opus...
BlueRock Launches Trust Context Engine
BlueRock unveiled its Trust Context Engine, a new context layer for the Agentic Action Path that tags each AI‑agent step with detailed metadata, trust signals, and runtime behavior. The engine pulls curated data from the MCP Trust Registry and augments...
AWS Wants to Register Your AI Agents
Amazon Web Services unveiled the AWS Agent Registry, a service that lets enterprises catalog, discover, and reuse AI agents, tools, and skills across any cloud or on‑premise environment. The registry is part of the broader AgentCore framework and captures metadata...
The Next Stages of AI Conformance in the Cloud-Native, Open-Source World
The Cloud Native Computing Foundation launched its Kubernetes AI conformance program to standardize how AI and machine‑learning workloads run on Kubernetes clusters. By certifying that clusters can reliably expose GPUs, TPUs and support dynamic resource allocation, the program aims to...
WSO2 Unveils Developer Platform for OpenChoreo 1.0
WSO2 has launched the Developer Platform for OpenChoreo 1.0, an open‑source CNCF Sandbox project that helps platform engineers build Kubernetes‑native internal developer platforms. The new platform adds enterprise‑grade stability, security, and architectural guidance while keeping the core OpenChoreo code unchanged....
How Drasi Used GitHub Copilot to Find Documentation Bugs
Drasi, a CNCF sandbox project, built an AI‑driven testing pipeline using GitHub Copilot CLI, Dev Containers and Playwright to run tutorials as synthetic new users. The agents execute each command literally, verify expected output and compare screenshots, turning documentation validation...
Fuzzing: What Are the Latest Developments?
Fuzz testing has moved from a niche security tool to a mainstream assurance technique, now covering cloud‑native, embedded, and safety‑critical systems. Innovations such as grammar‑based, hybrid, and AI‑assisted fuzzers boost coverage and efficiency, while emulation‑based approaches enable early testing of...
Eclipse hawkBit 1.0 Released for Open-Source IoT Software Updates
Eclipse Foundation announced the 1.0 release of hawkBit, its open‑source over‑the‑air (OTA) update platform for IoT devices. The milestone marks the project’s promotion to Mature status after years of development, 84 contributors, nearly 4,000 commits and 20 prior releases. hawkBit...
Argentum AI Selects Rafay for Infrastructure Orchestration
Argentum AI has chosen the Rafay Platform to orchestrate its rapidly expanding AI infrastructure portfolio, which spans more than 3 GW of power across the U.S., Europe and other regions. The unified software‑orchestration layer lets Argentum provision customized GPU compute environments...
Bringing Databases and Kubernetes Together
Running databases on Kubernetes has moved from experimental to mainstream, with Datadog reporting that 45% of container‑using firms deploy databases in containers and the Data on Kubernetes Community noting that the most advanced teams now run over 75% of their...
Simplifying Terraform Dynamic Credentials on AWS with Native OIDC Integration
AWS has added native OpenID Connect (OIDC) integration for HCP Terraform and Terraform Enterprise within Account Factory for Terraform (AFT). By setting the terraform_oidc_integration flag to true, AFT automatically creates the trust relationship between AWS and Terraform workspaces, removing the...
Warda Bibi: The 1 GB Limit That Breaks Pg_prewarm at Scale
A production PostgreSQL 16.8 cluster crashed because the pg_prewarm extension’s autoprewarm worker attempted to allocate an array larger than PostgreSQL’s 1 GB palloc limit. The allocation size grows with shared_buffers, and systems with more than roughly 429 GB of shared buffers exceed...
Process Manager for Autonomous AI Agents
The new botctl process manager lets developers run autonomous AI agents with a simple declarative YAML configuration. It launches Claude‑style bots, preserves session state, and supports hot‑reload so changes take effect without restarts. Extensible skill modules can be pulled from...
Peak Traffic without the Panic: Auto-Scaling Infrastructure for E-Commerce Flash Sales
Upsun introduces a platform‑level auto‑scaling solution that replaces manual, weeks‑long peak‑traffic preparations for e‑commerce sites. By defining CPU and memory thresholds in a simple .upsun/config.yaml file, the system automatically adds or removes application, worker, and database resources in real time....
Simplifying Egress Routing to Wildcard Destinations
Istio has added native support for wildcard ServiceEntry resources using DYNAMIC_DNS resolution, allowing sidecar proxies to route HTTPS egress traffic to any matching subdomain without an intermediate egress gateway. The new model inspects the SNI field in the TLS handshake...
Planning Your Upgrade Path to Ansible Automation Platform 2.6
Red Hat released Ansible Automation Platform 2.6, the final version using an RPM‑based installer and the last to support RHEL 9 only. The upcoming 2.7 release will drop RPM installs in favor of containerized, OpenShift operator, or cloud‑service deployments, making 2.6 a...
Nutanix Goes From HCI Provider to Platform Player
Nutanix announced a strategic pivot from pure hyper‑converged infrastructure to a full‑stack, multi‑tenant platform that spans AI services, Kubernetes, and bare‑metal edge solutions. At .Next 2026 CEO Rajiv Ramaswami unveiled the AI factory stack and Service Provider Central, a control...
Why Queues Don’t Fix Scaling Problems
The article argues that inserting a queue between two overloaded services only masks a capacity problem, not solves it. While queues can absorb brief traffic spikes, sustained overload causes the queue to grow, leading to downstream failures such as database...
Build a Multi-Tenant Configuration System with Tagged Storage Patterns
The post outlines a scalable, multi‑tenant configuration service built on AWS using a tagged storage pattern that directs requests to either DynamoDB or Systems Manager Parameter Store based on key prefixes. It combines a NestJS gRPC microservice, a Strategy pattern...
Cypress AI Skills: Get More From Your AI Coding Assistant
AI coding assistants can generate Cypress tests, but often produce low‑quality code with generic selectors and flaky patterns. Cypress AI Skills, an open‑source instruction set, steer these assistants toward project‑specific conventions by providing custom guidance. Two starter skills—cypress‑author for authoring...
Trust But Canary: Configuration Safety at Scale
Meta’s Configurations team explained how the company safeguards massive configuration rollouts using canary and progressive deployment techniques. The discussion highlighted health‑check metrics and monitoring signals that detect regressions early, and an incident‑review culture that focuses on system improvement rather than...
Reclaim Developer Hours Through Smarter Vulnerability Prioritization with Docker and Mend.io
Mend.io has integrated with Docker Hardened Images (DHI) to deliver a zero‑configuration solution that automatically distinguishes base‑image vulnerabilities from application‑layer risks. By leveraging Docker’s VEX (Vulnerability Exploitability eXchange) data, the platform filters out non‑exploitable and unreachable CVEs, allowing developers to...
The Missing Context Layer: Why Tool Access Alone Won’t Make AI Agents Useful in Engineering
Cloud‑native teams are racing to embed AI agents into engineering workflows, but merely granting tool access falls short. Modern agents can call APIs, parse logs, and draft pull requests, yet they lack the organizational context—ownership, criticality, and deployment rules—needed for...
With Claude Managed Agents, Anthropic Wants to Run Your AI Agents for You
Anthropic launched the public beta of Claude Managed Agents, a cloud service that lets businesses build, deploy, and run AI agents without managing underlying infrastructure. Users define agents via natural language or YAML, set guardrails, and rely on Anthropic’s sandboxed...
Why Today’s Most Reliable Platforms Are Built to Expect Failure
Modern platforms now treat failure as a design feature, using distributed systems and cloud elasticity to deliver uninterrupted user experiences. Redundancy, automatic failover, and geo‑replication replace single points of failure, while partitioning and leader election enable seamless scaling and rapid...
My Take on the 10 Best AIOps Tools on G2 for 2026
The AIOps market is projected to surge from $11.7 billion in 2023 to $32.4 billion by 2028, a 22.7% CAGR, reflecting rapid investment in AI‑driven incident management. G2’s 2026 Grid Report ranks the top ten platforms—Atera, ServiceNow IT Operations Management, IBM Instana,...
Microsoft Wants to Make Service Mesh Invisible
Microsoft unveiled Azure Kubernetes Application Network (App Net) at KubeCon EU, a fully managed service built on Istio’s ambient mode that deliberately hides the term “service mesh.” The platform provides default mutual TLS, per‑node Rust proxies, and waypoint proxies that...
Inside Adobe's OpenTelemetry Pipeline: Simplicity at Scale
Adobe’s central observability team has built a three‑tier OpenTelemetry Collector pipeline that runs thousands of collectors per signal type across the company. Service teams install a Helm chart that creates an immutable sidecar collector and a configurable deployment collector, which...
Pedal to Bare-Metal Kubernetes, Nutanix Forges NKP Metal
Nutanix announced NKP Metal, extending its Nutanix Kubernetes Platform to run Kubernetes directly on bare‑metal servers. The dual‑native architecture lets containers and virtual machines coexist under a single management console, preserving Nutanix’s automation, lifecycle, and data‑service capabilities. NKP Metal targets...
Mastering Multi-Cloud Integration: SAFe 5.0, MuleSoft, and AWS - A Personal Journey
The article chronicles a practitioner’s evolution from early multi‑cloud curiosity at TCS in 2014 to leading complex integrations that combine SAFe 5.0, MuleSoft’s Anypoint Platform, and AWS services. It highlights how financial, healthcare, and e‑commerce firms leverage modular, SAFe‑guided architectures to...
Why Elastic Thinks Your Observability Data and Your Security Data Are the Same Problem
Elastic argues that observability and security logs are fundamentally the same data problem, and that its search‑centric platform can serve both use cases. The company notes a shift toward security as the primary entry point, citing THG’s 25,000 events‑per‑second pipeline...
Incident Role Restrictions
The platform now lets administrators lock down incident roles and severity settings by incident type, ensuring only qualified users can act as leads or adjust criticality. New permissions allow organizations to restrict who can be assigned a role, what actions...