Know What's Happening in DevOps
Know What's Happening in DevOps
Walter, a solo founder of a micro‑SaaS invoicing tool, generates thousands of AI‑written code lines weekly but still manually reviews everything. The AI’s limited context window causes prompt bloat, leading to missed bugs and security fears. He switched from using a single Claude session to a dedicated read‑only sub‑agent that scans the codebase and flags issues. The sub‑agent was configured in five minutes, instantly improving code safety and reducing weekend work.
NVIDIA unveiled the Dynamo Planner, an SLO‑based automation suite for multi‑node large language model inference on Azure Kubernetes Service. The new tools promise to shrink configuration cycles to 20‑30 seconds and dynamically scale GPU resources to meet latency targets, addressing...
still weird that after all this time, AI still tries to edit my migration files instead of just creating new ones. some database habits are apparently eternal.
The article outlines five beginner‑friendly techniques to accelerate slow Python code, starting with proper measurement using time‑perf_counter and cProfile. It emphasizes replacing manual loops with built‑in functions like sum() and sorted() for C‑level speed. The guide also shows how moving...
Y Combinator President and CEO Garry Tan wrote more than 600,000 lines of production code in just 60 days, with roughly 35% of those lines dedicated to automated tests. He achieved this while maintaining his full CEO workload, averaging 10,000‑20,000...
Rootly announced the launch of Rootly Academy, an AI‑powered incident response training platform that delivers realistic, 15‑30 minute simulations for engineers. The program includes two certification tracks—Incident Handler and Incident Commander—and provides post‑drill debriefs and skill‑analytics dashboards. Rootly partnered with...
Kubernetes platforms often suffer from over‑provisioned pods as developers pad CPU and memory requests to avoid OOM or throttling. Rafay’s App Resizing feature, introduced in the 4.1 release, collects 30‑day utilization metrics and generates per‑pod reports comparing requests to P90,...
RapidFort and Nutanix announced a joint solution that embeds RapidFort’s near‑zero CVE container images into the Nutanix Kubernetes Platform (NKP). The integration automates vulnerability remediation and provides hardened, compliance‑ready workloads across on‑prem, edge, and public‑cloud environments. Available to all NKP...
Splunk unveiled its OpenTelemetry eBPF Instrumentation (OBI) in beta and announced the general availability of the Splunk Operator for Kubernetes at KubeCon EU 2026. OBI captures traces and RED metrics directly from the Linux kernel, eliminating the need for code changes across...
Teleport unveiled Beams, a trusted runtime that isolates AI agents in lightweight Firecracker VMs and embeds delegated identity for secure, secret‑free access to production resources. The platform enforces policy‑controlled networking, logs every action, and integrates with Teleport’s existing audit and...
Meshery announced the general availability of Meshery v1.0 at KubeCon EU, delivering a governance‑first cloud‑native management platform. The release introduces an "Infrastructure as Design" paradigm, enabling teams to visualize, version, and diff infrastructure as living artifacts. New features include the Kanvas...
The Cloud Native Computing Foundation announced the general availability of Dapr Agents v1.0, a Python framework built on the Dapr runtime that enables reliable, secure AI agents in production. The release follows a year‑long partnership with NVIDIA and the open‑source community,...
Gomboc AI announced the general availability of its Open Remediation Language (ORL), extending its deterministic remediation platform from Infrastructure-as-Code to cloud configurations, application code, and dependencies. ORL is a domain‑specific language that translates security and compliance policies into repeatable code...
OpenAI announced the purchase of Astral, the creator of popular Python tools uv, Ruff and ty, to integrate them into its Codex AI coding platform. The deal, terms undisclosed, follows a period where Codex user numbers have tripled and usage...
DataCore Software's Puls8, a Kubernetes‑native storage platform, won the 2026 Kubernetes Storage Award from StorageNewsletter. The solution builds on OpenEBS and the MayaData acquisition to deliver high‑performance, resilient persistent storage for stateful workloads such as databases and AI/ML pipelines. Puls8...
End-to-end ML deployment breakdown: • Train & serialize model • Build FastAPI inference layer • Containerize with Docker • Push to ECR • Deploy via Lambda + API Gateway Serverless. Scalable. Production-ready. This is real MLOps 🔥
We just snuck out this cool little @googlecloud paper that spells out what to think about when preparing agent-native infrastructure. What changes from a cloud-native approach? Direct link: https://t.co/10AiOuo7LG https://t.co/7Eg6IqHaJa
GitLab rolled out version 18.10, granting free‑tier GitLab.com users access to its Duo Agent Platform via shared credits and introducing a flat $0.25 per automated code review. The move aims to lower AI adoption barriers, make review costs predictable, and...
I released GStack 2 weeks ago and we're still growing I made it because I was realizing: every software engineering project is changing. How could I accelerate the way I saw @steipete accelerate? GStack is my gift to everyone who wants...
LTM announced the expansion of its BlueVerse™ Tech platform with three new AI‑led solutions—AppIQ, AgentIQ and FusionIQ. AppIQ accelerates legacy‑code modernization by automatically reading, documenting and specifying codebases. AgentIQ provides a no‑code environment to deploy, govern and orchestrate AI agents...
Zalando’s rapid expansion in 2014‑15 exposed fragmented onboarding, disparate tooling, and compliance gaps across its developer teams. To address these pain points, the company launched an Internal Developer Platform (IDP) that unified CI/CD, security, and multi‑language support on a cloud‑native...
Humanitec unveiled a new cloning UI for its Platform Orchestrator, simplifying the promotion of workloads and resources across development, test, UAT and production environments. The interface retains the familiar "clone to…" workflow while organizing actions into three clear sections: remove,...
Dash0, a monitoring platform for software systems, secured $110 million in a Balderton Capital‑led round, valuing the startup at $1 billion. The capital will fund a U.S. market push and accelerate development of AI‑driven agents. CEO Mirko Novakovic confirmed the raise and...
Volcano announced a major upgrade with Volcano v1.14, Kthena v0.3.0 and the new AgentCube, repositioning the project from a batch‑only scheduler to an AI‑native unified platform. The release adds a sharding controller that dynamically partitions resources for batch, inference and agent workloads,...
CNCF unveiled the Certification Advancement & Recertification Experience (CARE) program at KubeCon Europe, allowing advanced Kubernetes certifications to automatically renew foundational credentials. The initiative, effective Jan. 1 2026, streamlines credential maintenance for practitioners. Simultaneously, the Kubestronaut community topped 3,500 members, with over...
Broadcom used KubeCon Europe 2026 to announce major enhancements to its VMware vSphere Kubernetes Service (VKS) and a broader open‑source and partnership strategy. VKS 3.6 now supports Kubernetes 1.35, adds Red Hat Enterprise Linux, and introduces declarative performance‑tuning profiles aimed at...
The open‑source Agones platform, which orchestrates dedicated multiplayer game servers on Kubernetes, has officially moved to the Cloud Native Computing Foundation (CNCF) as a Sandbox project. Originating from a Google‑Ubisoft collaboration in 2017, Agones now boasts more than 250 contributors...
RegScale, a continuous controls monitoring platform, has been included in Gartner’s 2026 Market Guide for DevOps Continuous Compliance Automation Tools. The inclusion highlights growing enterprise demand for automated, AI‑driven compliance embedded directly in CI/CD pipelines. Gartner forecasts that by 2028,...
Coralogix and Skyflow announced a strategic partnership that introduces privacy‑safe observability for AI‑driven operations. The solution replaces sensitive customer data in logs with consistent, privacy‑preserving tokens, maintaining searchability, correlation, and AI analysis while keeping the raw data governed and isolated....
Plumber is an open‑source Go tool that scans GitLab CI/CD pipelines for compliance gaps such as mutable container tags, unprotected branches, and outdated templates. It reads the .gitlab-ci.yml file and queries the GitLab API, offering eight configurable controls via a...
Created a chatgpt 5.4 plugin for Claude, it automatically gets a "second opinion", forges the best results for prd/spec/implementation. Once finished and reviewed, submits to chatgpt for bug review / security review analysis. Works insanely better having two work together. ⏺...
Starlette maintainer Marcelo Trylesinski announced the 1.0 release, a stability‑focused milestone that pushes the framework to 325 million downloads per month—almost six times last year’s volume. The upgrade removes deprecated code, adopts strict SemVer, and underscores the framework’s growing role in...
GStack actually will use Codex for code and plan reviews and I use it 100% of the time now
iLert announced a comprehensive product update that adds a one‑click Export to Terraform feature and a fully redesigned public status page. The upgrade also expands ChatOps to Google Chat, adds multi‑day wait nodes, and introduces new role‑based access controls, aiming...
Istio will retire its gcr.io/istio-release container registry on January 1 2027, moving all images to the new registry.istio.io domain. The change stems from a shift in Istio’s funding model and affects any clusters still pulling images from the Google Cloud mirror. While...
Yeah. If you’re coding with either Claude Code or Codex in a macOS environment, use cmux. https://cmux.com/
Datadog engineers moved from hand‑tuning Go assembly to an automated system called BitsEvolve that leverages large language models and evolutionary algorithms to optimize low‑level code. Manual removal of redundant bounds checks alone delivered a 25% CPU reduction on targeted functions....
Threat actors known as TeamPCP breached the open‑source Trivy vulnerability scanner, publishing malicious binaries and GitHub Action tags. The attack overwrote 75 of 76 trivy‑action releases, injecting credential‑stealing code that runs in CI/CD pipelines and on developer machines, prompting immediate...
What does a Secure AI Factory look like in an enterprise run by humans and AI agents? @Cisco's answer is Secure AI Factory, a full-stack architecture designed to generate tokens at scale while keeping data private and operations manageable. And it's...
The chatter about generating code with AI tools feels stuck at the "basic" level of... well, codegen, plus (perhaps) reviews and testing. I hear close to little talk about the things that come right after generating code: deploying, canarying, o11y, SLOs,...
Google’s Gemini Pro‑powered AI reviewer Sashiko has expanded to monitor the rust‑for‑linux mailing list, automatically analyzing new Rust patches for the Linux kernel. The service currently operates without custom Rust prompts, but developers plan to add language‑specific rules and a Rust‑focused...
All the complicated stuff I do with AI starts here. I still use this method with a few tweaks. Instead of writing a book I publish here. Learn to write good code with AI ~ and secure it. Implement A Simple...
GitHub released Spec-Kit, an open‑source toolkit that uses AI to turn natural‑language feature descriptions into structured technical specifications, project plans and executable code. The tool is built to work with every major AI coding agent, positioning it as a middleware...
Found a Github repo that 10x your Claude Code. 25 agents. 108 skills. 57 slash commands. Token optimization baked in. Agents handle architecture, security review, TDD, refactoring, E2E testing. Each one scoped to a single job. Best part: token costs cut 60-70%. Sonnet default. Thinking...
Floci is a free, open‑source local AWS emulator that runs with a single Docker Compose command, positioning itself as a no‑strings‑attached alternative to LocalStack’s community edition, which will sunset in March 2026. It eliminates authentication tokens, offers unlimited CI/CD support, and...
One lesson from years of DevOps work: Small changes are safer. Large changes feel efficient but carry hidden risk. That idea seems just as true with AI assisted development. Iterate quickly, but in small steps.
I’ve started muting all the accounts pushing hot takes on ai 🤖 so I can focus on getting things done. If it’s not contributing towards accomplish something not really helping. Here’s what I’ve gotten done or trying to get done with...
Google announced a major upgrade to its AI Studio platform, adding the Antigravity coding agent and a full‑stack “vibe coding” experience that turns natural‑language prompts into production‑ready applications. The update integrates Firebase backend services, supports Next.js, and preserves project state...
Okay this might be totally obvious but you can just tell Claude Code to double your test coverage and it will actually do it. Will need a lot of review, but if you’re just getting started with adding tests to your...
I am starting to believe that the most interesting part of AI development is not the models. It is the workflows around them. Agents coordinating work, orchestrating tasks, managing context. Feels a lot like the early days of DevOps when we started wiring...
