Know What's Happening in DevOps
Know What's Happening in DevOps
Cohesity, together with ServiceNow and Datadog, is launching a recoverability service that can detect and roll back damage caused by agentic AI in enterprise environments. The solution leverages immutable snapshots and API‑driven restorations to return files, databases, vector stores, and AI model states to a trusted point‑in‑time. Competitors such as Rubrik and Cisco already offer similar rollback capabilities, signaling a nascent market for AI‑focused disaster recovery. Gartner predicts 40% of enterprise applications will embed task‑specific agents by 2026, underscoring the growing need for such safety nets.
Developers are using Claude‑powered agents to generate code autonomously, but lack reliable verification. Traditional code reviews are overwhelmed as agents produce dozens of pull requests weekly, prompting a need for automated testing. The author proposes a TDD‑style workflow: write precise...
Docker → builds and packages your application Kubernetes → runs and manages containers at scale Docker solved portability. Kubernetes solved orchestration. That’s why most modern cloud-native stacks use both. Build once Run anywhere Scale everywhere If you're learning DevOps, start with Docker → then move to...
Tricentis unveiled its Enterprise Agentic Quality Engineering Platform, powered by the new Tricentis AI Workspace, to orchestrate AI agents across testing, automation, performance, and quality intelligence. The platform promises up to 60% regression test automation, 90‑95% faster performance testing, and...
I’m working on this but got hung up on networking once again The cost to deploy private networks on AWS is prohibitive for small businesses just trying out an idea. My solution is an alternate network for different environments like testing...
The article walks through deploying a private AI server on Debian or Ubuntu using Ollama and Docker. It starts by adding the user to the sudo and Docker groups, then installs Ollama, pulls the llama3.2 model, and configures it for...
HashiCorp announced that HCP Vault Dedicated is now available in four new cloud regions—AWS Stockholm and Paris, and Azure Australia East and Australia Central. The expansion broadens the service’s global footprint, giving customers the ability to locate Vault clusters closer...
Are you paying your cloud provider for... air? 💸☁️ Storing 50 copies of the exact same OS means you're paying for the same data 50 times over. It’s pure infrastructure bloat. Watch how smart deduplication cuts the fat and makes your CFO...
Opsera announced the launch of its AI‑powered AppSec agents, a new suite designed to embed security, compliance, and architectural validation directly into AI‑assisted development workflows. The agents operate as autonomous pre‑commit guards, automatically scanning AI‑generated code, enforcing SOC 2, HIPAA, PCI‑DSS...
Amazon announced that senior engineers must now sign off on any AI‑assisted code changes after a series of high‑impact outages. The incidents, affecting both its retail platform and AWS services, were linked to generative AI tools used without established safeguards....
Linux runs the internet. If you work in DevOps, Cloud, Security, or SRE, knowing your way around the terminal is essential. This carousel covers critical commands for: • file management • process monitoring • permissions • networking • system services • automation Master these and you’ll move through Linux...
GitOps and Argo CD provide a “green checkmark” that a cluster matches the Git repo, but that sync alone cannot guarantee the safety of the configuration. Traditional diff and lint tools only catch syntax or schema errors, leaving temporal and dependency...
Feature flag systems let companies separate code deployment from feature release, enabling instant toggles without redeploying. The architecture consists of a central flag management service, SDK clients embedded in applications, and a real‑time sync layer that propagates changes fleet‑wide. Flags...
Enterprises embracing cloud and AI still perform most NetOps tasks manually, creating scalability and error‑prone challenges. Network automation promises to cut human error, improve security, and lower operating costs, serving as the foundation for the emerging agentic NetOps model. By...
Kubernetes excels at infrastructure orchestration but was never meant to be a developer’s primary interface, leading to growing operational friction as organizations scale. Internal developer platforms (IDPs) introduce abstraction layers—golden paths, service catalogs, and self‑service APIs—that shield developers from cluster‑level...
I have a chapter in the 2nd ed that argues that o11y is not a cost center, it inherits the properties of the software it observes. * infra is a cost center? so is infra o11y * product is an investment? so...
Fun with coding agents. 🤖 Told it to check if a tool was installed and if not install it. Wrote code to use curl to get a common tool from some sketchy GitHub repo instead of using yum on EC2. People not paying...
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The Model Context Protocol (MCP) lets AI assistants run Kubernetes commands through a local server while Rafay’s Zero Trust Kubectl Access (ZTKA) supplies a secure, token‑less kubeconfig. This architecture places the MCP server on the admin workstation, routes traffic via...
If your AIOps and SecOps tools can't share context, play nicely with AI agents, or support protocols like MCP, you're going to struggle with the next wave of automation and cross-team convergence. #CIO #AI #CISO https://t.co/e3w3lXkvfc
MLOps surged 514% in structural influence this week across 32 articles. Not the models. Not the benchmarks. The operational layer. The companies that can run AI in production are pulling away from the companies that can only demo it. Source: https://t.co/KNtNLIRTOQ
Rafay’s platform lets GPU cloud operators provision and manage thousands of GPU‑backed Jupyter notebooks for hackathons through a declarative API and templated SKUs. By batching parallel API calls and using an inventory‑aware scheduler, operators can spin up 1,000 environments in...
When deploying MCP servers, DevOps and security leaders must define compliance, logging, and rollback requirements up front, not after the first incident. #AI #DevOps #MCP https://t.co/7dcoLIKa0K
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Rafay’s zero‑trust kubectl lets operators run commands inside pods on remote GPU‑enabled Kubernetes clusters without exposing the API or using bastion hosts. Using this workflow, they open an exec session to the nvidia‑dcgm‑exporter pod and execute nvidia‑smi to verify driver,...
F5 Distributed Cloud and Red Hat AI have released a joint AI quickstart that secures LLM inference endpoints. The modular blueprint integrates F5’s API security services with Red Hat’s AI platform and can be deployed in under 90 minutes. It adds schema...
AI agents often fail in production because they lack environmental parity, a mismatch known as the data context gap. Providing agents with a production‑identical sandbox—including live schema, services, and data—eliminates this blind spot. Modern platforms achieve this through metadata‑level cloning...
Developers are moving LLM routing logic to the edge to avoid downtime, latency spikes, and scattered code. A proof‑of‑concept built on Fastly Compute acts as an AI gateway that classifies each request with a lightweight model and forwards it to...
The Ethereum Foundation is using DVT-lite to stake 72,000 ETH: https://t.co/V5x9TrdXoU My hope for this project is that in the process, we can make it maximally easy and one-click to do distributed staking for institutions. Choose which computers run your nodes, make...
In this episode, host Jaden Schaefer discusses Anthropic's new "Code Review" tool, which automatically analyzes AI‑generated pull requests to flag logical errors and security risks before they reach production. He explains how the flood of AI‑written code has created a...
This test drove me crazy. A solid proof that Pilot works but each pass takes forever when you're debugging infra. 4 days... - Python wrapper to run Pilot (Go) inside Harbor's benchmark harness - Migrated to Daytona sandboxes - ~50 failed attempts on config, wrapper...
I’ve been using this daily for the last month or so, and now couldn’t imagine landing code without it. Extremely good code reviews
Anthropic has launched Claude Code Review, a beta feature that adds AI‑driven agents to automatically analyze pull requests for bugs and security issues. Internal testing shows substantive review comments rose from 16% to 54%, effectively tripling the amount of useful...
Parasoft announced at embedded world 2026 new C/C++test CT featuring the industry’s first TÜV‑certified GoogleTest framework for functional safety, plus agentic AI workflows powered by its MCP server. The certified framework provides built‑in compliance evidence for ISO 26262, IEC 61508 and related standards,...
AI‑assisted tools are now woven into every stage of the DevOps lifecycle, speeding code generation, expanding test coverage, and improving observability. In a recent DBTA webinar, leaders from Delphix, Redgate and 3T Software discussed how AI‑driven automation must be paired...
Tesla’s over‑the‑air (OTA) and Robotaxi software director, Thomas Dmytryk, announced his departure after 11 years, ending a tenure that grew the OTA pipeline from a five‑person team to a system serving nearly 10 million vehicles worldwide. His group also built the...
if you've noticed dead code or messy refactors from claude or codex, tell them to dump the related AST branch from a tool before starting this'll give it every class & function name instead of it relying only on search as...
I made something dumb and delightful. It's in a repo for any of my PMs to reference when they want to know how our code gets to prod. 💚 https://t.co/XHPY1GlHRT
The 2026 SCALE conference in Los Angeles gathered developers, DevOps engineers, and security professionals to showcase the latest in open‑source AI, cloud‑native automation, and supply‑chain security. Sessions emphasized self‑hosting large language models, building internal developer platforms, and hands‑on workshops that...
Google still runs on gRPC, and many other companies embrace this high-performing RPC framework. Here's a good two-part series about using gRPC on @googlecloud Kubernetes Engine. https://t.co/Um5PI6PsQo https://t.co/HhT8uOKo1J https://t.co/GvyEdyt78G
TIL that when you turn a bunch of AI-SRE agents loose on your system, with access to three pillars style telemetry, they... turn up their noses and refuse to use it. They go back to the source and fetch the raw...
AI adoption surged to 78% of organizations in 2024, yet most initiatives remain prototypes. A new Apptio survey shows 90% of tech leaders can’t measure AI ROI, highlighting the gap between experimentation and production. Traditional databases lack vector search and...
Me building a simple deployment pipeline for a silly app is very different than what it takes to manage CI/CD at scale. Here's a @semaphoreci post about how large companies do it ... https://t.co/rZx1GYWl3E https://t.co/tp8cbLsFZW
Instead of configuring backend services manually, let your AI agent do it. InsForge 2.0 from @insforge_dev makes that possible. Fully open-source. ⭐ Star the repo https://t.co/9waINXkV1M
At KubeCon + CloudNativeCon Europe 2026, the inaugural OpenTofu Day highlighted the rapid maturation of the OpenTofu project, a Terraform‑compatible, open‑source IaC engine. The CNCF officially accepted OpenTofu into its sandbox, unveiling version 1.2 with native Kubernetes providers and enhanced security...
"Sony Interactive recently rebuilt Entitlements from the ground up on Google Cloud Spanner, cutting storage by 91%, reducing costs by half (~48%), and completing the entire migration with zero downtime on a live production system." https://t.co/KpfYKfgaSE https://t.co/N2JO6jwxkn
SaaS firms are racing to ship features faster, but legacy testing can’t keep up with the complexity of modern, AI‑enhanced platforms. Traditional manual and scripted automation struggle with multi‑tenant, integration‑heavy environments, leading to backlogs and production bugs. AI‑powered QA introduces...
The CRI‑O credential provider enables Kubernetes clusters to authenticate to private registry mirrors using namespace‑scoped Secrets instead of global node‑level credentials. Leveraging the kubelet image‑credential‑provider plugin API (stable since K8s 1.26) and the KubeletServiceAccountTokenForCredentialProviders feature gate, the provider extracts the pod’s...
The post details a new Kafka‑based log pipeline that guarantees exactly‑once processing, eliminating duplicate handling even during failures. It combines idempotent producers, transactional consumer commits, a Redis‑backed deduplication layer, and a state‑reconciliation service to create an end‑to‑end exactly‑once flow. The...
The article introduces a GenAI‑based development platform, dubbed Harness, that layers deterministic guardrails around coding agents such as Claude Code. It outlines four protective mechanisms—pre‑commit checklist skill, pre‑commit Git hook, GitHub Actions workflows, and automated pull‑request reviews—to catch errors and...
Netlab, an open‑source lab generator, does not include native support for Cisco SD‑WAN. Sebastien d’Argoeuves created a GitHub repository that automates Cisco SD‑WAN deployment once a netlab lab is launched. The solution reads netlab’s JSON/YAML topology, maps device roles, and...
I deployed a @Blender render farm to Google Cloud Run worker pools. Each worker renders a frame of the video scene. I can go from 0 to 100 and back to 0 workers (even with GPUs) in just a few seconds as...
