Know What's Happening in DevOps
Know What's Happening in DevOps
Meta unveiled KernelEvolve, an autonomous agent that automates low‑level kernel creation and tuning for its diverse AI accelerator fleet—including NVIDIA GPUs, AMD GPUs, custom MTIA silicon, and CPUs. By treating kernel optimization as a search problem, the system compresses weeks of expert engineering into hours, generating high‑performance code in DSLs like Triton and low‑level languages such as CUDA and MTIA C++. In production, KernelEvolve delivered a 60% inference throughput increase for the Andromeda ads model on NVIDIA GPUs and a 25% training throughput boost on MTIA chips. The approach scales across hardware generations and model architectures, removing a major bottleneck in Meta’s AI infrastructure.
DH2i is hosting a webinar on April 16 at 12:00 pm EDT to demonstrate its newest high‑availability solution for Microsoft SQL Server across Windows, Linux and Kubernetes. The session will walk IT teams through automated scale‑up and scale‑down of SQL Server...
Meta researchers introduced a semi-formal reasoning technique that lets AI agents confirm functional equivalence of code patches without executing them. The approach forces agents to build explicit premises, trace execution paths, and draw formal conclusions, achieving 93% accuracy on real‑world...
Here's a trick most people miss when they build dashboards with AI: ↓ Don't just host it locally. Deploy it to Vercel. With a free Vercel account your dashboard gets it's own API endpoint. Which means Claude Code can query the dashboard...
Analysts warn that AI coding agents are flooding CI/CD pipelines and merge‑request queues, generating up to ten times more code than engineers and exposing hidden technical debt. The surge is stretching senior reviewers, inflating cycle times and threatening delivery metrics...
BlueRock unveiled its Trust Context Engine, a runtime layer that tags every action taken by AI agents with detailed metadata and trust signals. The engine classifies capabilities, components, and downstream effects, creating a unified view of the Agentic Action Path....
We’re likely < 12 months from unsupervised software development. Not just better models. Full closed loops: generate → run → evaluate → fix → repeat. Using @openclaw you can already see it. Once loops + models improve together, supervision will stop making sense.
Meta's Semi-Formal Reasoning Shows How Structured Prompting Can Replace Execution Environments in Code Review https://t.co/Y9sW9DKSmx
Kubernetes will remove the long‑standing externalIPs field in the upcoming v1.36 release, slated for the end of April. The change begins with deprecation warnings in the current version, giving operators time to adjust. ExternalIPs have been a frequent source of...
ScaleOps announced a $130 million Series C round led by Insight Partners, lifting its valuation to roughly $800 million. The funding backs its autonomous AI‑driven platform that continuously balances compute, memory, storage and networking resources. Founded in 2022, the company targets chronic GPU...
Broadcom has transferred ownership of the Velero backup and recovery project to the CNCF Sandbox, moving governance away from its VMware unit. The donation aims to eliminate perceived proprietary control and encourage broader community contributions. Broadcom positions this move as...
Got a hitch in your real-time AI voice app? That little lag throws off the experience. @anniewangtech figured out what was going on, and did a deep dive into the right APIs and patterns to apply. GREAT post. https://t.co/Xz0J6M0tcL https://t.co/Rmp0xlERUq
Large language model operations (LLMOps) have matured into a full‑stack production discipline by 2026, requiring specialized tools for everything from routing and observability to memory and real‑world integrations. The article highlights ten best‑in‑class solutions, including PydanticAI for type‑safe outputs, Bifrost...
The article explains how finite server resources—CPU, RAM, and bandwidth—can be overwhelmed by sudden traffic spikes, leading to queue buildup and latency spikes. When request arrival rates outpace processing capacity, servers enter a "death spiral" where resource contention degrades performance...
NEW POST Birgitta Böckeler wrote some initial thoughts about Harness Engineering last month. Since then she's been researching more and has now written a thoughtful mental model for understanding the topic. https://t.co/ChuxpRqjHQ
Akamai announced a hybrid AI inference platform that merges its centralized data‑center capacity with a worldwide network of edge nodes, aiming to cut latency for AI‑driven applications. The approach leverages 41 core datacenters in 36 countries and roughly 4,400 smaller...
Datadog announced Datadog Experiments, a unified platform that lets product teams design, launch, and measure A/B tests alongside real‑time observability data. The service combines product analytics, application performance monitoring, and business metrics from data warehouses, eliminating the need for separate...
Microsoft’s Azure Kubernetes Service (AKS) has matured into a full‑stack platform for enterprise workloads, demanding sophisticated approaches to scaling, security, and cost control. The guide details advanced scaling techniques such as Horizontal and Vertical Pod Autoscalers, Cluster Autoscaler, and event‑driven...
Docker announced Docker Offload is now generally available, moving the Docker engine to a fully managed cloud service. The shift lets developers run Docker Desktop in VDI, locked‑down laptops, and other restricted environments without changing workflows or UI. Offload offers...
Hackers breached the npm account for the widely used JavaScript library Axios, injecting malicious code that was downloaded millions of times before being pulled. The incident follows a similar supply‑chain attack on the LiteLLM PyPI package, highlighting how AI‑coding tools...
Rootly AI Labs announced its Model Context Protocol (MCP) server has reached general availability, logging over 7,000 monthly PyPI downloads and production deployments at firms like Brex and Canva. The GA release adds incident correlation, multiple consumption modes (SSE, self‑hosted,...
Claude helped me reduce my AWS bill by about $1000 / mo. Just by tightening up a lambda which kept timing out, adding in better exception handling etc. Very pleasant surprise when I went to pay the bill today.
Applied Computing, Wipro Limited and Databricks have formed a strategic partnership to deliver physics‑informed AI at scale for energy operators across the Middle East, India and Southeast Asia. The trio will combine Applied Computing’s Orbital platform, Wipro’s consulting expertise and...
Sentry has launched an open‑beta OTLP endpoint that lets you forward existing OpenTelemetry traces to Sentry with just two environment variables, eliminating the need to rewrite instrumentation. The guide walks through configuring a Node.js Express service, generating a trace, and...
The Q1 2026 network automation recap shows Red Hat Ansible Automation Platform becoming the core execution layer for AI‑driven workloads, edge computing and hybrid‑cloud environments. Red Hat expanded Cisco‑certified content with BFD support, richer L3 interface modules, and introduced FIPS‑compliant Netconf options. Partner‑validated...
Red Hat unveiled RHEL Extended Life Cycle, Premium, a standalone subscription that adds up to four extra years of support beyond the standard ten‑year window. The offering provides a 14‑year lifecycle for major releases and six years of extended maintenance...
OpenAI unveiled Codex as a multi‑agent coding platform, Cloudflare released EmDash—an AI‑built CMS successor to WordPress, and Anthropic scrambled to contain a massive Claude Code leak. The trio highlights a surge in AI‑driven DevOps tools and the security challenges that...
Amazon’s chief information security officer CJ Moses says AI‑driven penetration testing has lifted efficiency by roughly 40%, slashing human and operating costs. The AI handles data‑heavy vulnerability discovery while humans review critical exploit decisions, enabling continuous testing beyond traditional point‑in‑time...
HashiCorp has made AWS temporary permission delegation generally available in HCP Terraform, integrating AWS’s just‑in‑time (JIT) IAM model with HashiCorp’s dynamic provider credentials. The feature lets customers grant short‑lived, scoped IAM permissions to HashiCorp for automated setup of roles, permission...
Another small AI win: I'm now able to ship stuff to our production app by myself. Previously had to go through engineers, shit had to be prioritized, and small stuff never was. Now I tell the coding agent what small feature/change...
The open‑source Claude Observe plugin adds a real‑time observability dashboard for Claude Code agents, capturing every hook event and streaming it to a local or remote web UI. It runs as a Docker container (or via a local server) and...
Tata Communications launched IZO™ Data Centre Dynamic Connectivity, a software‑defined, self‑healing network that spans five continents and targets AI‑driven workloads. The platform promises >99.99% service availability and up to 30% operational cost reductions through deterministic multi‑path routing and consumption‑based pricing.
Sonar announced an open‑beta suite of three tools—Sonar Context, SonarQube Agentic Analysis, and SonarQube Remediation Agent—to automatically verify, detect, and fix code generated by AI agents. Nutrient expanded its AI Assistant with agentic document editing, enabling multi‑step workflows such as...
Microsoft’s Azure IaaS blog outlines how built‑in resiliency across compute, storage, and networking can keep mission‑critical applications running during disruptions. It highlights features such as Virtual Machine Scale Sets, availability zones, zone‑ and geo‑redundant storage, and Azure networking services like...
HashiCorp announced that IP allow lists are now generally available in HCP Terraform, enabling organizations to define approved CIDR ranges for both platform access and Terraform agents. The new organization‑level setting can be scoped to individual agent pools, restricting UI,...
What is the actual impact of AI-assisted development in large enterprises? On my own projects, it feels like a step change. But at scale? Is it 10 percent faster or 10x?
I'm seeing some KubeCon EU recaps trickling out. This one from Intuit Engineering looks at the AI blitz, open source challenges, GitOps advances, sovereignty, and more. https://t.co/tTaMhZXIGx https://t.co/0rfCH0GJcS
KDE Linux, the in‑house distribution showcasing the newest KDE Plasma features, markets itself as an atomically updated OS, promising seamless version switches and instant rollbacks. In March 2026 a regression in systemd 260 caused the update transfer to be skipped, leaving the...
A step-by-step guide to self-hosting OpenClaw on a VPS using Hostinger, with security tips, hardware requirements, and alternative provider options. https://t.co/Ab5bu8anjm
Your AI harness needs to handle adversarial inputs Financial services aren't just about helpful customers asking good-faith questions It's fraudsters, edge cases, and people trying to break your system for profit. If your testing doesn't include red-teaming, you're not ready
In this live, unscripted "Genie Session," the host experiments with building a Cursor skill that enforces a Test‑Commit‑Revert (TCR) workflow while developing a left‑leaning red‑black tree in Python. The discussion covers the history of software development playbooks, the challenges of...
Microsoft has launched new Xbox PC Remote Tools that are designed for developers to deploy, test, and debug PC games to remote Windows devices. Devs don’t need to use the GDK with these tools and they should help speed up...
Docker Inc. has partnered with NanoCo to enable the deployment of NanoClaw, a lightweight general‑purpose AI agent, inside Docker Sandboxes that leverage MicroVM isolation. NanoClaw’s codebase consists of only 15 core files, making it up to 100 times smaller than...
The article identifies IBM Instana, Datadog, Dynatrace, New Relic, and Site 24x7 as the top five cloud infrastructure monitoring tools for 2026, based on G2 Grid ratings and extensive user interviews. It highlights each platform’s core strengths—AI‑driven root‑cause analysis, full‑stack observability,...
NetBox Labs, the commercial steward of the open‑source NetBox platform, announced a strategic partnership with Chicago‑based solution provider Ahead. The collaboration will embed NetBox’s infrastructure‑management suite into Ahead’s network‑automation services, supporting cloud‑migration, security and AI‑infrastructure projects. NetBox expects partners to...
Modern IT teams are accelerating delivery with AI‑assisted coding, low‑code platforms, and automation, turning weeks‑long tasks into hours. Yet projects still miss deadlines because a growing amount of effort—coordination, decision‑making, incident response, and validation—remains invisible to planners and dashboards. This...
Anthropic unintentionally published a 60 MB source‑map file to its public npm package, exposing internal Claude Code source code. The leak highlights how AI‑generated code can accelerate the distribution of risky artifacts, especially as GitGuardian reports a 34 % rise in hard‑coded secrets...
Portkey has made its AI Gateway, a control‑plane platform that routes, monitors and secures production AI traffic, fully open‑source. The move follows a day when the service processed 2 trillion tokens, serving over 120 million AI requests and managing $180 million in annualized...
Splunk’s observability leader Stephane Estevez argued at KubeCon Europe 2026 that the industry’s reliance on sampled tracing hampers incident resolution and AI analysis. Splunk promotes a no‑sampling approach, leveraging economies of scale and its OpenTelemetry eBPF Instrumentation (OBI) to capture...
Microsoft retired the Microsoft Deployment Toolkit (MDT) in January, prompting IT admins to seek new operating‑system deployment solutions. A Recast Software survey shows 99% consider OS deployment critical, yet 18% still rely on the now‑retired MDT or Windows Deployment Services....
