Know What's Happening in DevOps
Know What's Happening in DevOps
NVIDIA unveiled Dynamo v0.9.0, a major overhaul of its distributed inference platform. The update eliminates NATS and ETCD, swapping them for a ZeroMQ‑based Event Plane and native Kubernetes discovery, cutting operational overhead. It adds full multi‑modal support with an Encode/Prefill/Decode split, letting encoders run on dedicated GPUs. A preview of FlashIndexer promises faster KV‑cache indexing, while a Kalman‑filter‑driven planner improves load prediction and routing across hundreds of GPUs.
You don’t need fancy tools for everything A few lines in Bash or Shell can: • Automate boring tasks • Move or rename files in bulk • Parse logs and extract useful info • Deploy or restart services I’ve seen engineers spend hours hunting solutions in...
ZDNet outlines four Linux distributions—Ubuntu Server, Debian, Rocky Linux and Fedora Server—as the top choices for home‑lab environments. The guide contrasts bare‑metal versus virtual‑machine deployments and highlights each distro’s strengths, from Ubuntu’s ease of use to Fedora’s container‑centric tooling. All...
Red Hat OpenShift 4.21 now officially supports Oracle Database Appliance, extending enterprise Kubernetes to Oracle’s engineered on‑prem system. The integration lets organizations run containerized workloads directly on ODA, combining Red Hat’s orchestration with Oracle’s optimized database hardware. By unifying the application and...
GitLab announced that the GPG key used to sign its Omnibus packages will now expire on February 16, 2028, extending the previous 2026 deadline. The key, which authenticates package integrity across CI pipelines, remains separate from repository metadata signing keys...
Never forget that as per Garnter, in August, the best AI coding tools on were: 1. GitHub Copilot 2. AWS Kiro + Q 3. Windsurf 4. GitLab (??) 5. Gemini ... 6. Cursor No mention of Claude Code or Codex (they were all out by then) I pity the...
this might be the single best timed called shot in the history of AIE. I now think about this talk almost ~daily and have direct line of sight to the nonstop onslaught of new post-IDE form factors for agentic engineering. @RealGeneKim...
The article introduces a “Patching as Code” framework that automates Unix security updates across hybrid‑cloud environments by containerizing the patching toolchain and driving it through a CI/CD pipeline. A CSV‑based schedule stored in Git triggers a Python controller that launches...
Moderne announced Python language support on its Agent Tools platform, integrating the language into the OpenRewrite Lossless Semantic Tree. The addition extends deterministic, recipe‑driven automation—previously limited to Java and JavaScript/TypeScript—to Python codebases. Enterprises can now coordinate large‑scale runtime upgrades, API...
Atruvia, the backbone of over 900 German cooperative banks, tackled massive technical debt by adopting HashiCorp Terraform and Vault. The shift to infrastructure‑as‑code slashed cluster provisioning from three months to two hours and cut network setup from weeks to minutes....
Your first Terraform project will be ugly. Your second one will still be ugly. By the tenth, you’ll understand why the first nine failed. Progress in tech is cumulative. 💗
Sufficiently advanced agentic coding is essentially machine learning: the engineer sets up the optimization goal as well as some constraints on the search space (the spec and its tests), then an optimization process (coding agents) iterates until the goal is...
AWS Step Functions has become the backbone of serverless data pipelines, offering two workflow models—Standard for long‑running, exactly‑once jobs and Express for high‑frequency, short‑lived tasks. The article outlines best‑practice patterns such as the Claim Check for large payloads, using intrinsic...
Recently I found a YouTube channel — TrainWithShubham He has explained Linux for DevOps in Hindi in a very clear and practical way. From basics like: • What is Linux • Commands • Users & permissions • Networking • LVM Everything is covered in one structured session. If you’re...
A recent AWS outage highlighted the fragility of single‑cloud architectures, prompting firms to adopt multi‑cloud strategies. The article walks readers through building a unified CircleCI pipeline that simultaneously deploys a Node.js app to AWS ECS Fargate and Google Cloud Run....
No because I talk directly with my sites Each of my sites (almost, I'm still migrating) is now on their own Hetzner VPS Like https://t.co/2R4tRNJF0z for example, on that VPS I have Claude Code and https://t.co/wNWBUhh9QZ I asked Claude Code to install that...
💬 Having each of your sites/apps as a chat is such a logical idea once you do it It can message you if there's an error (I had this for years already, every server, PHP or JS error or unexpected problem...
Adronite announced a $5 million Series A round led by Gatemore Capital Management, appointing Gatemore’s Liad Meidar as board chair. The funding will accelerate development of its AI‑powered platform that scans entire software codebases across more than 20 languages, delivering deterministic, explainable...
Medplum, an open‑source headless EHR serving over 20 million patients, migrated its production containers to Docker Hardened Images (DHI) with just 54 lines of code changes across five files. The switch replaced custom hardening scripts with Docker’s secure‑by‑default base images, eliminating...
Free Kubernetes Deep Dive Course. 47.4K⭐ stars on this repo that teaches you how clusters really work. Comment K8S and I’ll share it. #Kubernetes #DevOps #CloudEngineering #PlatformEngineering #K8s #CloudNative #InfrastructureAsCode #DevOpsShack
I’m really having a hard time understanding what OpenClaw does that Claude Code or Codex doesn’t. Is the point it has less rules when it comes to managing the computer but still relies on a top tier model to do...
The UK arm of Bank of Ireland was fined £3.78 million by the Payments Systems Regulator for a 14‑month delay in deploying the Confirmation of Payee (CoP) system. The lapse left 1.14 million new payees and roughly £7 million in payments without fraud‑prevention...
Neom has signed a landmark $5 billion agreement with Saudi‑based DataVolt to build the Kingdom’s first green‑AI hyperscale data centre in Oxagon. The facility will operate at net‑zero, powered entirely by renewable energy and equipped with advanced cooling to support generative...
pgEdge introduced Ask Ellie, an AI‑powered documentation chatbot built directly on PostgreSQL using the company’s open‑source extensions. The system follows a Retrieval‑Augmented Generation (RAG) pattern: Docloader ingests docs, Vectorizer creates vector embeddings, and the RAG Server retrieves relevant chunks and...
Not all retries are created equal. Immediate retry: usually fails again Exponential backoff: gives systems time to recover Exponential backoff with jitter: prevents thundering herd Most orchestrators have this built in. But you need to understand what's happening or you'll wonder why your retries...
Since I now use multiple models, I customize all of my prompt files (soul, identity, skills etc) for each model. This critically important. For example, Opus 4.6 prompt best practices says don’t use ALL CAPS to emphasize things. GPT5.2 explicitly...
AI‑driven development is dramatically speeding code creation, reviews and releases, but application security (AppSec) has not kept pace. Autonomous AI actions now make decisions on dependencies, configurations and remediation, turning isolated flaws into system‑wide risks. When AppSec foundations are immature,...
What people seem to be struggling with the most is not the truly novel parts of building with AI, it's the table stakes. It's not the AI part that's so hard (turns out systems have never been wholly deterministic 😉), it's...
The Eclipse Foundation announced the final release of GlassFish 8, the reference implementation for Jakarta EE 11. The server now includes Jakarta Data repositories, allowing developers to work with JPA and NoSQL entities through a unified repository pattern. It also...
![[Tutorial] Building a Visual Document Retrieval Pipeline with ColPali and Late Interaction Scoring](/cdn-cgi/image/width=1200,quality=75,format=auto,fit=cover/https://www.marktechpost.com/wp-content/uploads/2026/02/blog-banner23-1-16-1024x731.png)
The tutorial demonstrates how to build a visual document retrieval pipeline using the open‑source ColPali model. It walks through creating a stable Python environment, rendering PDF pages as images, and generating multi‑vector embeddings for each page. Late‑interaction scoring matches natural‑language...
People think DevOps is about tools. It’s not. It’s about: • Tradeoffs • Systems thinking • Ownership • Documentation Tools change every year. Thinking lasts forever.
This is big. Agents can now monitor @vercel cloud infrastructure consumption, suggest optimizations, and run cost simulations in preview or production environments
Sentry has launched React Native SDK 8.0.0, its first major release since September 2025. The update introduces native‑layer app start error capture, upgrades core native dependencies, and raises minimum OS and tooling versions. Migration is straightforward via the provided guide,...
Vibe coded 🤖 a script to list which AWS GuardDuty features are enabled in minutes. Took 15-30 minutes to correct it. The script to enable disabled features, sub features, and create an s3 malware scan plan took about two hours. See blog...
GitLab’s updated Security Dashboard, now in the 18.9 release, adds advanced filters and visualizations that let teams track vulnerability trends, remediation velocity, and risk scores across projects and groups. The dashboard calculates risk using vulnerability age, EPSS, and KEV data,...
Recent high‑profile cloud outages have exposed the risks of relying on a single CDN, prompting enterprises to adopt multi‑CDN architectures for resilience and performance. By distributing traffic across multiple providers, companies can automatically reroute around regional failures, maintain SLA compliance,...
GitLab 18.9 launches a self‑hosted Duo Agent Platform for online cloud license customers, enabling AI‑driven automation while keeping models on‑premise or in approved clouds. The new offering uses a usage‑based billing model powered by GitLab Credits, delivering transparent per‑request metering...
Red Hat’s 2026 blueprint redefines the company from a software vendor to a strategic partner that delivers end‑to‑end, open‑source platforms for virtualization, containers and artificial intelligence. The announcement highlights RHEL 10, OpenShift, OpenShift AI, vLLM, Granite 4, Guardian and Ansible as a unified stack...
Leveraging its Database DevOps platform, Harness has released an open‑source native MongoDB executor for Liquibase Community Edition. The executor allows teams to run MongoDB scripts, generate changelogs, and embed migrations into CI/CD pipelines without purchasing commercial extensions. Accompanying the tool...
Researchers at UC Santa Barbara introduced Group‑Evolving Agents (GEA), a framework that evolves entire groups of AI agents instead of single individuals. By sharing a collective experience archive and using a reflection module, GEA combines innovations across agents, leading to...
Pilot hit some CI turbulence and was fighting a stall 😁 Didn’t crash, didn’t stop — update shipped after a full recovery. Definitely need a “fasten seat belts” light for that phase, thought it was just stuck circling.
Jeff Geerling details how to pair Frigate NVR software with Hailo‑8 or Hailo‑8L AI coprocessors on a Raspberry Pi 5 or CM5. He outlines driver installation, Frigate configuration, and a PCIe driver tweak to resolve a max_desc_page_size error. After the fix, the...
Arista Networks announced extensions to its telemetry stack aimed at AI‑driven environments, adding host‑level data such as RDMA counters, NIC buffering, and flow‑control metrics to its CloudVision platform. The new capabilities will merge in‑network and host telemetry into a single,...
Spirent Communications, now part of Keysight, launched Luma, an agentic AI platform that automates network test case generation, root‑cause analysis, and knowledge retrieval. Built on a domain‑specific knowledge graph, deterministic rule engine and a suite of 10‑12 specialized AI agents,...
If you're a researcher in academia using Keras 3 (PhD student, postdoc, professor...) and you want to train on TPUs, you could receive compute awards from Google for your research. Google is running a new academic grant program, separate from...
Futurum’s latest Enterprise Software Decision Maker Survey reveals Enterprise AI ROI Shifts as Agentic Priorities Surge ▪The Agentic Shift: Autonomous Agents/Agentic AI claimed the #1 technology priority for 17.1% of decision-makers, up from 13.0% in 2H 2025—a 31.5% year-over-year increase and...
The Federal Aviation Administration announced a challenge‑based acquisition to modernize its sprawling, aging IT portfolio of roughly 200 applications and 3,000 databases. Vendors must demonstrate cloud‑native migration strategies, AI‑driven code analysis, and security automation across a four‑phase competition ending with...
GitHub issue/PR navigation is significantly faster recently. Large PRs also render so much better [on Safari, especially]. It is noticeably improving my day since I navigate between them with high frequency. Thanks to whoever made this happen. ❤️
.@incidentfox is an open-source AI SRE that builds its own debugging tools. It learns each team’s unique systems and auto-generates the integrations it needs — no custom engineering required. Congrats on the launch @jimmyweiiiii and @LongYi1207! https://t.co/H68FjaBikx https://t.co/JWvl2EPJpN
openclaw has 3.2k pull requests and growing which is actually an interesting problem: it's an infeasible number of PR's to *ever* human review if the future of software eng is coordinated agents, solving this might be how agents get to...
