Redwood Software Expands Automation Observability with Redwood Insights Premium and SAP Cloud ALM Integration
Redwood Software has broadened RunMyJobs observability by launching Redwood Insights Premium and adding deep integrations with SAP Cloud ALM, Dynatrace, Splunk, New Relic and AppDynamics. The premium tier introduces a no‑code dashboard builder and 15‑month historical data retention, delivering role‑specific, real‑time visibility into automation performance. Redwood cites its Enterprise Automation Index 2026, noting 61% of enterprises underutilize automation due to limited insight. The new capabilities are available immediately for RunMyJobs SaaS customers.
Why End-to-End Testing Fails in Microservice Architectures
End‑to‑end (E2E) testing, once seen as a universal safety net, struggles in microservice architectures due to inherent distribution and dynamism. The article outlines eight failure points, including flaky tests from many moving parts, non‑deterministic asynchronous behavior, environment drift, and unclear...
Future-Proofing Virtual Desktops: What IT Leaders Need to Plan for Now
IT leaders are re‑evaluating desktop strategies as demand becomes erratic, security standards tighten, and AI reshapes workloads. Future‑proofing requires elastic provisioning, centralized Zero‑Trust controls, and continuous automation rather than periodic overhauls. The article argues that operational efficiency and flexible platforms...
The Modern Desktop Reset: Why UK IT Leaders Are Rethinking End-User Computing
UK IT leaders are abandoning traditional on‑premises desktops and legacy VDI in favor of Desktop‑as‑a‑Service (DaaS) to meet evolving security, cost and hybrid‑work demands. DaaS, especially Microsoft’s Azure Virtual Desktop and Windows 365, offers scalable, cloud‑native environments that align spend with...
Why the Era of Relying on Dozens of “Purpose-Built” Databases Is Finally Coming to an End
Enterprises are shifting from fragmented, purpose‑built databases to unified operational data platforms that prioritize memory‑first architectures and AI‑ready features. The new platforms deliver sub‑millisecond response times, reduce infrastructure complexity, and cut total cost of ownership by up to 60%. By...
AI Writes Code Faster than We Can Review
▶ Reading unfamiliar code is exhausting. Now imagine that code is coming from an LLM that writes faster than you can think and doesn't take lunch breaks ◀ This 👆 perfectly captures the AI productivity paradox: code is written faster than...
Scaling a Financial Reconciliation Pipeline With Serverless
The team built an event‑driven reconciliation pipeline on AWS using Step Functions, Lambda, and DynamoDB. At low volumes it performed well, but processing million‑transaction daily batches exposed two bottlenecks: Lambda’s 15‑minute timeout and hot DynamoDB partition keys. They resolved these...
Minions – Stripe's Coding Agents Part 2
Stripe’s minions are unattended LLM‑driven coding agents that now generate over 1,300 pull requests each week, all created without human‑written code. The system runs on Stripe’s pre‑warmed devboxes—standardized EC2 instances that spin up in about ten seconds—providing isolated, parallel environments...
The Rise of Context-Aware Platforms in Cloud-Native Engineering
Cloud‑native engineering’s reliance on decoupled containers and Kubernetes has delivered scale but fractured operational context, creating a “Crisis of the Broken Context.” Vendors now advocate a shift from pure automation to context‑aware platforms that can reason about code, infrastructure, and...
Strategic Product Leadership Elevates Platform Reliability for Industry Leaders
Shankar Raj, a veteran of Fidelity, Deloitte, LTI Mindtree and doTERRA, redefines enterprise platform reliability as a living, adaptive product rather than a finite project. His AI‑native framework treats failure signals as data, cutting incident recovery times by up to 30 %...
4 Best API Testing Tools for Enterprise Teams
Enterprise teams are under pressure to deliver secure, high‑performance APIs while meeting strict compliance and rapid release schedules. The article evaluates four leading API testing platforms—SmartBear ReadyAPI, Postman, Bruno, and Katalon—highlighting their functional, security, performance, and governance capabilities. Each tool...
NVIDIA Releases Dynamo v0.9.0: A Massive Infrastructure Overhaul Featuring FlashIndexer, Multi-Modal Support, and Removed NATS and ETCD
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,...
Simple Shell Scripts Save Hours Over GUIs
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...
Trim the Fat: Removing Legacy Code Shrinks Software
It's not hard for software to get bloated over time. @datadoghq has a nice post about how they made an intentional effort to strip out old dependencies, dead code, and other things that made their agent too hefty. https://t.co/5OMhL4t5lr https://t.co/yXpAj3OH8w
I Found the Best Linux Server Distros for Your Home Lab
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...
Anthropic Alienates Open‑source Devs, Pushes Enterprise‑only Lock‑in
Anthropic has alienated devs who care about using open source tools, portability between vendors and using LLM subscriptions in the tool of *their* choice This all seems deliberate: Anthropic gunning at enterprise, not caring much if these devs go elsewhere/use other...
Red Hat OpenShift 4.21 Brings Kubernetes to Oracle Database Appliance
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 Extends Omnibus Package Signing Key Expiration to 2028
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...
Gartner's AI Coding Tool List Is Outdated—Choose Wisely
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...
New ADE Paradigm Signals 2026 Coding Revolution
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...
Automating Unix Security Across Hybrid Clouds
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 Expands Agent Tools Platform with Python Support
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...
Saving Banks From Technical Debt: How Atruvia Built Secure, Self-Service Infrastructure
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....
Tech Mastery Comes From Repeated Messy Attempts
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. 💗
Agentic Coding Mirrors ML, Inheriting Its Pitfalls
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...
Mastering Serverless Data Pipelines: AWS Step Functions Best Practices for 2026
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...
Hindi Linux for DevOps: Clear, Complete Guide
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...
Simultaneous Multi-Cloud Deployment to AWS and GCP with CircleCI
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....
Run Claude Code on Hetzner VPS for Telegram Bot
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...
Chat‑Enabled Apps Turn Errors Into Instant Fixes Anywhere
💬 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 Secures $5M Series A to Scale AI Code Platform
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...
How Medplum Secured Their Healthcare Platform with Docker Hardened Images (DHI)
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: Learn Real Cluster Mechanics
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
OpenClaw: Fewer Restrictions, Same Powerful Model?
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...
Bank of Ireland UK Fined for Late Security System Implementation
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 Partners with DataVolt on $5bn Hyperscale Datacentre Project for Digital Infrastructure
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...
Dave Page: Building Ask Ellie: A RAG Chatbot Powered by pgEdge
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...
Use Exponential Backoff with Jitter for Effective Retries
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...
Tailor and Sync Prompts per Model for Success
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...
From Acceleration to Exposure: Why AI Demands Mature AppSec
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,...
AI's Easy; Scaling Software 100x Faster Is the Real Hurdle
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...
GlassFish 8 Java Server Boosts Data Access, Concurrency
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)
[Tutorial] Building a Visual Document Retrieval Pipeline with ColPali and Late Interaction Scoring
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...
DevOps: Prioritize Tradeoffs, Systems Thinking, Ownership Over Tools
People think DevOps is about tools. It’s not. It’s about: • Tradeoffs • Systems thinking • Ownership • Documentation Tools change every year. Thinking lasts forever.
Agents Now Monitor Vercel Usage, Suggest Optimizations, Simulate Costs
This is big. Agents can now monitor @vercel cloud infrastructure consumption, suggest optimizations, and run cost simulations in preview or production environments
React Native SDK 8.0.0 Is Here
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,...
Automated GuardDuty Feature Audit and Enablement in Hours
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...
Multi-CDN: A Critical Decision for a Resilient Architecture
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,...
Agentic AI, Enterprise Control: Self-Hosted Duo Agent Platform and BYOM
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...
Open Source Liquibase MongoDB Native Executor by Harness
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...