Know What's Happening in DevOps
Know What's Happening in DevOps
A new poll of ten engineering leaders found unanimous support for limiting dedicated QA teams, reigniting the long‑standing debate over QA's place in DevOps. Proponents argue that automation, AI and skilled testing can replace traditional hand‑offs, while opponents warn that complex, high‑risk releases still need specialist oversight.
NodeOps introduced the CreateOS ecosystem, a three‑layer platform that unifies decentralized compute, a single intelligent workspace, and an economic model for value capture. The approach eliminates the traditional fragmentation of infrastructure, development tools, and incentive mechanisms, allowing builders to move...
Anthropic announced stricter peak‑hour throttling for its Claude models as outages persist, while OpenAI raised its Codex subscription to $200 per month and added new usage caps. The moves force DevOps engineers to reassess cost and reliability of AI‑powered CI/CD...
Most people building AI agents hit the same wall: training is slow and expensive. Here's why — and what @nvidia just did about it. When you train an AI agent, two very different things happen at the same time: • The agent runs...
The PLCnext ROS Bridge introduces a Docker‑based ROS node that directly links the PLCnext Global Data Space with ROS topics and services, enabling bidirectional data exchange between industrial PLCs and robotic software. It leverages an Interface Description File to auto‑generate...
Ok. I’ve developed a PostgreSQL database client similar to Neon’s. I need to test it thoroughly before using it in production.
This is why on GStack I usually just run /plan-eng-review and /ship and it works
Developers are increasingly seeing AI agents wipe files, empty directories, and corrupt home folders when given unrestricted system access. The new open‑source tool jai offers a single‑command sandbox that isolates an agent’s workspace while keeping the current working directory writable....
Researchers from Tsinghua University and Z.ai introduced IndexCache, a sparse‑attention optimizer that cuts up to 75% of redundant indexer computation in DeepSeek Sparse Attention (DSA) models. The technique delivers a 1.82× speedup in time‑to‑first‑token and a 1.48× boost in generation...
Rafay’s Token Factory turns GPU clusters into managed LLM inference APIs with built‑in multi‑tenancy, token‑metered billing and auto‑scaling. The platform ships a metrics dashboard that surfaces latency (TTFT, ITL, E2E), throughput and KV‑cache utilization at multiple percentiles, letting operators gauge...
The creator of the popular secret‑scanning tool Gitleaks has launched Betterleaks, an open‑source scanner designed as a drop‑in replacement with faster performance and more flexible validation. Backed by AI‑focused security startup Aikido, Betterleaks swaps hard‑coded entropy checks for CEL‑based rules...
Databricks’ high‑concurrency workloads can suffer performance loss when many jobs write to the same Delta tables. By optimizing table layout with partitions or liquid clustering, enabling row‑level concurrency, and automating file compaction, engineers maintain stable throughput. Disk caching and Delta’s...
Global App Testing highlights how AI‑driven test automation frequently generates false positives due to brittle UI locators, cross‑environment variability, over‑sensitive assertions, and mismatched test data. These misleading failures erode trust in CI pipelines, cause missed defects, and inflate remediation costs....
Next week I'm presenting at AIM Innovation Week in Podgorica. EU-backed event bringing together startups, investors, and corporates around Montenegro's innovation ecosystem. Showing how AI builds software autonomously. Our tool Pilot is scoring 82%+ on the global industry benchmark, built right here...
X, the social platform owned by Elon Musk, experienced intermittent loading and login problems across several regions on March 26, 2026, after earlier spikes of 34,500 reports on March 18. The brief disruptions have reignited debate over the company's incident‑management...
Sherwood Callaway (@shcallaway) is a second-time YC founder building @sazabi, an AI-native observability platform that helps engineers understand and fix production issues using AI. After years debugging production systems at companies like Brex, and building and exiting his first startup, he...
Enterprise development teams are confronting a breaking point where AI‑driven code generation outpaces continuous‑integration pipelines. With agents creating five to six pull requests per day, the 30‑minute validation step in shared staging environments creates a queue that threatens delivery speed,...
We’re moving from a monthly release schedule to daily. That means we need to have a clean pipeline from merged PR to public message. It seems like this could be an end-to-end mini app. If you’d like to help us build, refine...
🚨 A startup got $117M to build an AI app hacker. An open-source alternative just dropped that does the exact same thing. It breaks into your app, steals your data, and hands you the fix. Now running directly in your CI/CD pipeline. 100% Free...
Pinterest reduced its compute expenses by re‑architecting how it moves workloads across Kubernetes clusters. The company built a central scheduler that dynamically shifts jobs between on‑prem, cloud, and spot‑instance environments based on real‑time demand. Predictive scaling and workload profiling let...
Istio unveiled three beta features at KubeCon + CloudNativeCon 2026: ambient multi‑cluster, a sidecar‑less service‑mesh extension for cross‑cluster traffic; the Gateway API Inference Extension, a standardized Kubernetes API for AI traffic management; and experimental agentgateway, an AI‑native proxy for secure model communication. These...
The post walks readers through building a custom Kubernetes operator to manage a distributed log‑processing platform, automating deployment scaling, configuration updates, health monitoring, and failure recovery. It outlines the operator pattern, CRD design, reconciliation loops, and real‑time dashboards, citing Spotify...
Env Zero and CloudQuery announced a merger that unites governance‑focused delivery tooling with a normalized, SQL‑queryable data layer for multi‑cloud assets. The deal aims to close the “operational gap” that DevOps teams face between seeing cloud resources and safely remediating...
Infrastructure as Code (IaC) has become the operational standard for enterprises, with the global market hitting $2.2 billion in 2025 and projected to surpass $12 billion by 2032. IaC replaces manual provisioning with version‑controlled code, delivering consistency, speed, security, and cost efficiency....
Nebius unveiled AI Cloud 3.5, adding serverless AI compute that lets developers launch experiments and production models instantly without provisioning infrastructure. The update also introduces the NVIDIA RTX PRO 6000 Blackwell Server Edition GPU for high‑throughput inference and simulation workloads. A new...
Teams under pressure to showcase AI benefits are turning to chatbots for quick wins in software testing. By prompting AI to review requirements, generate test scripts, explain code changes, and draft documentation, non‑coding testers can deliver tangible value without extensive...
Teams under pressure to showcase AI in testing are turning to chatbots for rapid, low‑code wins. By prompting a conversational model, non‑coding testers can synthesize test ideas from requirements, turn test cases into support documentation, and generate scripts or API...
Gumroad’s test suite of 16,000 tests has been flaky for years. This slowed down shipping tremendously. This week, Gianfranco used @karpathy’s autoresearch and @steipete’s OpenClaw to stabilize our test suite overnight. And his code is open source, so you can (have...
Next.js is popular, but not easy to deploy outside of Vercel. But thanks to teamwork across companies, there's a new stable Deployment Adapter API. And @Firebase is deeply involved and giving you a great way to run these apps. https://t.co/8Nk7k90yTY
Platform engineers are confronting a surge of AI‑driven configuration drift that jeopardizes Kubernetes reliability. Brendan Burns warns that AI workloads expose gaps in scheduling and fault‑tolerance, while Jeff Behl and Kevin Tijssen argue that immutable, API‑driven OSes are the only...
From Friction to Flow: How Great DevEx Makes Everything Awesome https://t.co/mInTjuCShW < I'm so glad I get to work with @nicolefv and learn from her. Everyone gets her wisdom in this @InfoQ video/transcript.
Preston is the brains behind Scion, this self-organizing agent orchestration tool. Run local, remote, or both. Give us feedback if you try it out. I'm aiming to take it for a swing this weekend.
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Load testing has become a non‑negotiable practice for modern digital businesses, simulating real‑world traffic to verify response times, throughput, and error rates under expected and peak loads. The guide outlines a step‑by‑step methodology, from defining objectives to integrating tests into...
Am I supposed to talk about this yet? It's Friday, let see what happens. We quietly open sourced Scion, a new multi-agent orchestration tool for deploying and managing swarms of containerized AI agents Describe the rules, agents self-organize. All in...
By shrinking their monorepo from 87GB to 20GB, clone times dropped from an hour to under 15 minutes, onboarding became faster, CI pipeline started faster, and they saw fewer timeouts. The story from @Dropbox engineering ... https://t.co/XLOcCvbJeu
Hostinger now lets users launch the OpenClaw AI assistant on its shared hosting platform with a single click, removing the need for manual installations, API keys, and updates. The service bundles AI credits from nexos.ai, enabling instant access to models...
I won’t pretend I don’t use MCP - I do! But facts are facts: the ecosystem is getting way too bloated. If @composio’s universal CLI can actually just work in one command and remove the config nightmare... .. I’m 100% sold 🫡
SOCs and DevOps will need shared observability for agents: data access, tool calls, MCP interactions, and risk levels in one view. #Security #DevOps https://t.co/tRGwCPc4Mb
Christine Yen, CEO of Honeycomb, recounts a 13‑year‑old outage at Parse that exposed a critical visibility gap, later solved by Facebook’s Scuba tool. The experience inspired her to build Honeycomb, a real‑time observability platform that links infrastructure metrics to business‑level...
Great little story from @danshapiro about how he asked a coding agent to fix the official webcam software from Canon that kept crashing. He woke up to a new, fully functional Rust webcam app that has worked ever since. ...
Feature branches? Trunk-based development? How do you think about your branching strategy for source code? Here's a good look at some proven patterns: https://t.co/8o8FCGewx8 https://t.co/QYIYdtQ1eX
Enterprises are moving from AI pilots to production, but GPU provisioning is becoming the primary bottleneck. Traditional Kubernetes orchestration struggles with high‑end Nvidia Blackwell B300 and RTX PRO 6000 GPUs, leading to weeks‑long wait times or insecure, over‑provisioned clusters. QumulusAI and vCluster...
Now extrapolate this into the future: instead of just reactively fixing issues when they occur, the next step is to proactively fix them as they are detected by a background agent that scans the codebase 24/7 and simulates error scenarios.
I guess gstack is now in distribution in Claude Code You can just open a blank window and say install gstack and it works now https://t.co/w4ERSXrjFC
N-iX, a global AI software engineering firm, has entered a strategic partnership with Cursor, an AI‑powered development platform, to accelerate AI‑native software delivery for enterprises. The collaboration introduces an AI‑Augmented Team framework that blends Cursor’s intelligent coding environment with N‑iX’s...
Struggling to get a production stack together? Just get Claude to do it. Need to pay for it? Just get Claude to do it. Bit by bit autonomy is coming.
I know we're somehow now talking about AI agents that just ship code directly to prod whenever, but yeah, you may still care about your software engineering rigor. Here's a post with common deployment strategies and how to choose the right...
Sonatype’s latest research reveals that even the most advanced AI models—referred to as frontier models—frequently generate erroneous software‑dependency recommendations, with nearly 28% of suggestions being outright hallucinations. The study examined 258,000 recommendations across Maven, npm, PyPI and NuGet, finding that...
Wrote up how we built a Claude Code skill that audits project docs against source code. The most interesting finding? Your CLAUDE.md can silently misdirect your agent.
ITRS introduced a suite of AI‑powered Site Reliability Engineering (SRE) agents designed to accelerate root‑cause analysis, support tasks, and website monitoring for mission‑critical, regulated IT environments. The agents ingest live telemetry—metrics, events, logs, and traces—in real time and provide recommendations...
