Know What's Happening in DevOps
Know What's Happening in DevOps
AI integrations increasingly drift as independent teams modify contracts, causing silent performance degradation despite healthy dashboards. The article highlights schema fingerprinting as a low‑cost early warning and proposes a four‑layer architecture—static contract validation, pre‑production synthetic testing, runtime drift detection, and fail‑fast boundaries—to enforce interface correctness. Together these layers form an Integration Reliability Layer that continuously validates structure, semantics, latency, and freshness. Implementing this framework shifts failure detection from production incidents to proactive safeguards, preserving model reliability across evolving services.
Asked Opus 4.6 to design an SOC2‑compliant auth service from zero. It came back with 35 issues. Pilot’s job now is to deliver them. Estimated cost: ~$4. Estimated time: ~1 hour + ~10 minutes of cleanup. --- Devs only have jobs until I get better...
Platform teams often treat internal platforms as pure infrastructure, overlooking their product nature. By failing to define specific user personas, they ship technically complete features that see low adoption. The article stresses that rollout activities differ from genuine adoption, which...
Terraform Enterprise 1.2 is now generally available, adding a visual UI‑driven search and import tool that lets teams bring unmanaged, brownfield resources into Terraform without writing code. The release also graduates Explorer to GA, delivering a centralized dashboard that records...
Introducing a new tool called "SideChannel". A secure alternative to OpenClaw. Utilizes signal for communication and has Claude integration. I built SideChannel, an open-source Signal bot that connects Claude AI to your entire development workflow. End-to-end encrypted. From your pocket. The real...
Google Cloud Platform enables event‑driven pipelines that replace idle batch jobs with immediate reactions to data changes. The reference architecture uses Firestore as the event source, Cloud Functions or Eventarc to capture changes, Pub/Sub as the messaging backbone, and Dataflow...
Git for data is still underexplored, and it is an area that is changing so fast. That's why we look at actual tools/features that showcase how to apply a Git-like workflow for data. I compared Git-like tools for data I could...
Kilo has launched KiloClaw, a fully managed service that provisions a production‑ready OpenClaw agent in under 60 seconds, removing the need for SSH, Docker, or YAML setup. The platform runs on multi‑tenant VMs hosted by Fly.io, providing enterprise‑grade isolation, security...
The article introduces *knowledge priming* – the practice of feeding AI coding assistants curated project context before asking for code. It shows how generic AI output often clashes with a team’s conventions, leading to a frustrating regenerate‑fix loop. By supplying...
𝟱𝟬𝟬+ 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁 𝗽𝗿𝗼𝗷𝗲𝗰𝘁𝘀. Real industry use cases. Open-source learning library. Comment “𝗔𝗚𝗘𝗡𝗧” & I’ll DM you the repo. Follow @devopsshack Save this post — you’ll need it later. #AIAgents #GenAI #AIEngineering #DevOps #DevOpsShack #MachineLearning #Automation #TechLearning #LearnInPublic #Developers #OpenSource #AIProjects
If you want practice that actually maps to modern AI engineering take-homes, do this. Not “study more questions”. Build a small pipeline and prove it works. A realistic weekend plan: Hour 0 to 1: pick 10 messy documents (invoices are perfect) Hour 1 to 3:...
TASKING announced that its embedded software toolchain now incorporates agentic AI workflows, allowing OEMs and Tier 1 suppliers to automate design, debug, and verification tasks with large language models. The new capabilities use the open‑source Model Context Protocol to let LLMs...
The article walks through configuring DigiCert KeyLocker and the Signing Manager Command‑Line Tool (SMCTL) on Windows, detailing required prerequisites such as the DigiCert ONE API key, client certificate, and administrative rights. It compares four credential‑storage methods—Windows Credential Manager, properties file, temporary and...
Enterprises are increasingly adopting multicloud to avoid vendor lock‑in, yet the resulting operational complexity strains IT teams. The article outlines seven ways generative AI—through copilots, agents, and code‑translation tools—can streamline cloud‑service selection, infrastructure provisioning, observability, compliance, and finops. By automating...
Why buy a Mac Mini when you can run ZeroClaw on $10 hardware? ZeroClaw 🦀 is a new, 100% Rust-based alternative to OpenClaw that consumes less than 5MB of RAM. Runs on $10 hardware. Uses <5MB RAM. That’s a 99% reduction in memory...
A TUI for managing Airflow jobs? Something like k9s? Flowrs seems to be just that - haven't tried yet, but looks really cool. Will try next time I have to use Airflow :) https://github.com/jvanbuel/flowrs
Omnisend embedded large language models into its DataOps pipeline, using the Cursor AI editor to auto‑generate SQL, YAML and documentation, shrinking model‑building cycles from hours to minutes. A second LLM, Gemini Code Assist, acts as an automated reviewer, cutting review...
The fifth installment of the Microservices Platforms series introduces an Observability platform that centralizes metrics, logs, and tracing for microservices. It explains how a dedicated platform team delivers shared observability capabilities, allowing service teams to concentrate on their core domain...
I recently discovered KillerCoda. It’s a DevOps learning platform focused on hands-on, scenario-based practice. If you’re learning DevOps, Kubernetes, Linux, Git, Docker, Terraform, Ansible, or cloud-native tools — or preparing for certifications like CKA / CKS — this can be really useful. It...
Composio has open‑sourced its Agent Orchestrator, a framework that replaces the brittle ReAct loop with structured, stateful multi‑agent workflows. The system splits responsibilities between a Planner that decomposes high‑level goals and an Executor that handles tool interactions, reducing greedy decision‑making....
𝗨𝗹𝘁𝗶𝗺𝗮𝘁𝗲 𝗗𝗲𝘃𝗦𝗲𝗰𝗢𝗽𝘀 𝗢𝗽𝗲𝗻-𝗦𝗼𝘂𝗿𝗰𝗲 𝗟𝗶𝗯𝗿𝗮𝗿𝘆✅ One repo covering: • SAST • DAST • Supply Chain • Kubernetes Security • Cloud Guardrails • Policy as Code • DevSecOps Tooling. If you want to understand real production DevSecOps stacks, this is worth saving. Comment “𝗗𝗲𝘃𝗦𝗲𝗰𝗢𝗽𝘀” & I’ll send...
RT One bad AI release can undo months of trust. Treat agents like critical systems: identity, least privilege, data governance, and safety controls must be non-negotiable before going to production. #AIGovernance #DevOps @Star_CIO https://t.co/1tg10UmJNv
Fastly Object Storage has doubled its global footprint by adding five new regions—us-central-1, uk-east-1, eu-south-1, jp-central-1, and au-east-1—to its existing network. The expansion targets lower latency and egress‑free data delivery for developers building edge‑centric applications. Fastly also highlights regional redundancy,...
NEW POST @techygarg sees a frustration loop when working with AI and identified five patterns to help. Here's the first: priming the LLM with knowledge about the codebase and preferred coding patterns. https://t.co/yjRPvFChd0
AWS AI coding tool decided to "delete and recreate" a customer-facing system, causing 13-hour outage. ⚡️ https://t.co/Kx1ofvMwwh https://t.co/lpM618xtFh
Fastly is rolling out private notifications for security‑related maintenance and incidents, delivered through an SSO‑protected status page and direct Slack alerts. The new system provides service‑specific, detailed updates that remain hidden from the public internet, mitigating information‑leak risks. Integration with...
Claude Code is approving every PR while Codex is saying "if you ship this, the entire thing will break"
Seroter Daily Reading List – February 23, 2026 (#727): Today’s links look at how to safeguard dynamic config changes at scale, how to teach AI to read a map, and which web frameworks are the most token-efficient for AI agents. https://t.co/qg47lXCkK1
Red Hat announced the January and February 2026 batches of validated AI models alongside the Red Hat AI 3.3 release. The collections feature frontier‑class reasoning, multimodal, and NVFP4‑quantized models packaged as ModelCar OCI containers for seamless deployment. Validation delivers hardware‑specific performance baselines, integrity...
Observability and monitoring are often conflated, but they serve distinct purposes. Monitoring continuously watches predefined metrics and alerts when thresholds are breached, providing real‑time detection of outages or performance degradation. Observability goes deeper, aggregating metrics, logs, and traces to infer...
Red Hat AI Enterprise is now generally available, delivering a unified AI platform built on OpenShift that spans the entire model lifecycle from development to high‑performance inference. The solution targets the long‑standing production gap by letting organizations move from proof‑of‑concept...
Red Hat has announced the general availability of storage offload migrations in Migration Toolkit for Virtualization 2.11, integrated with Red Hat OpenShift. The feature shifts data movement from the IP network to the underlying storage array, delivering up to ten‑times...
GitLab and Tata Consultancy Services (TCS) have teamed up to deliver an Intelligent Orchestration layer that embeds AI agents into the full software development lifecycle. The partnership leverages GitLab’s Duo Agent Platform and a TCS Center of Excellence to standardize...
In 2026 AI leaders face a shift from building models to managing the cost of running them at scale. Fragmented cloud stacks create hidden expenses through data egress, idle compute, and the engineering "glue" needed to keep services synchronized. Upsun...
The best AI workspace in 2026? ClaudeCode + Pilot – AI automated delivery pipeline 🤌 https://pilot.quantflow.studio
Building an AI MVP with no-code is the easy part. The hard part? 👉 Understanding the full architecture 👉 Knowing what to check before and after deployment 👉 Catching risks before users do That’s where real technical knowledge shows up. Anyone can ship a demo. Very few...
Researchers from Maryland, Livermore Lab, Columbia and TogetherAI introduced a multi‑token prediction (MTP) technique that embeds a special token into existing LLM weights, eliminating the need for separate drafting models. The method uses a self‑distillation student‑teacher training loop to...
Anthropic's new research is out, and a few of my hypotheses just got confirmed. 1. Self‑review and quality gates matter. When users get less critical with polished outputs, automated verification layers compensate for that human tendency. 2. The iteration finding also...
Writing script and understanding it are 2 different things, you can vibe code and still not understand your script. If you want to learn to write and understand your bash, Python scripting in DevOps. Send me a Dm
Google’s Gemini AI coding assistant can generate functions, debug, and accelerate development, but its output may contain bugs or security gaps. Integrating Gemini with CircleCI’s continuous‑integration platform provides an automated safety net that validates code on every push. The tutorial...
✨FREE Learning Resources ✨ If you’ve heard “Infrastructure as Code” but still feel confused… this is for you 🩷 I wrote a beginner friendly guide to Terraform and managing cloud resources in plain English 🫧 No gatekeeping. Just real DevOps foundations. 💗 ✨ It’s...
The first recording from The Pragmatic Summit is available to watch for anyone: How AI is Reshaping the Craft of Building Software. With @thsottiaux (Head of Codex, OpenAI) and @vijayeraji (CTO of Applications, OpenAI) A very good one. Watch it here: https://t.co/apNHGykKbg...
BMC announced a five‑year strategic collaboration with Amazon Web Services, designating AWS as the preferred cloud for its Control‑M SaaS platform. The partnership integrates BMC’s intelligent automation and generative AI advisor Jett with AWS’s scale, performance, and security. Joint customers...
RT How do you really know when an AI agent is ready for production and not about to hallucinate, overshare data, or torch your UX? I lay out a practical release checklist. #AI #DevOps @Star_CIO https://t.co/1tg10UmJNv
Config changes SHOULD be super boring, but we all see those public outages caused by misconfiguration. Here's a look at how Airbnb does dynamic config changes at scale ... https://t.co/S6jjDs54uv https://t.co/Xzvix5lw5G
The broadcast industry is shifting toward Infrastructure as Code (IaC) to automate and scale live production. Tools such as Terraform, Ansible, and the emerging SMPTE ST 2138 “Catena” standard promise to unify control across dozens of vendor protocols, allowing entire workflows...
Kubernetes 1.35, nicknamed “Timbernetes,” rolls out key features aimed at AI/ML workloads. It introduces workload‑aware scheduling (alpha) with gang‑scheduling primitives, graduates in‑place pod resizing to stable, and makes KYAML the default kubectl output format. Dynamic Resource Allocation remains enabled, improving...
Red Hat has released Tuned 2.27, the latest version of its open‑source tuning framework for Linux. The update adds CPU partitioning autodetection, a systemd workaround, and enables CPU boost in performance profiles. It also introduces OpenShift‑specific TCP optimizations, forces SAP HANA latency...
In this episode Tim Berglund talks with Colt McNealy, founder and CEO of Little Horse, about building a Kafka‑based platform for orchestrating microservice workflows and AI agents. Colt describes how his early experience debugging monolithic code with GDB contrasted with...
RemotiveLabs has joined the HERE Technologies and AWS SDV Accelerator as an integration partner, focusing on virtual ECU, infotainment, simulator, and location service integration in cloud‑native workflows. Its RemotiveTopology platform orchestrates virtual ECU networks across cockpit, ADAS, body, and central...
