Track Vulnerability Remediation with the Updated GitLab Security Dashboard
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, helping prioritize the most dangerous findings. By consolidating data into a single view, it eliminates the need for external spreadsheets and manual reporting. The enhancements aim to make security outcomes measurable and actionable within everyday development workflows.
Production-Ready: Red Hat’s Blueprint for 2026
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...
New Agent Framework Matches Human-Engineered AI Systems — and Adds Zero Inference Cost to Deploy
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...
CI Turbulence Survived; Add a Fasten‑seat‑belt Alert
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.
Frigate with Hailo for Object Detection on a Raspberry Pi
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 Hints at In-the-Works Telemetry Tools to Manage AI Fabrics
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 Luma Brings Agentic AI to Network Testing, Slashes Triage Time
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,...
Google Grants TPU Compute Awards for Keras 3 Researchers
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...
Agentic AI Surges as Top Enterprise Priority
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...
FAA Launches Competition to Modernize Aging IT Portfolio
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...
Tech Never Sleeps: System Check Reveals True Status
Presidents’ Day exposed a lot of us 😭 Tech doesn’t believe in holidays. Built a system check to prove it. What’s your real status? 👇
Public S3 Buckets: A Cloud Security Wake‑Up
The most exposed lady in the cloud? Lady S3 Bucket. ☂️ If you use AWS, you know the shame. Public access is NOT a vibe. https://youtube.com/shorts/q_T0RC87aRg #DevOps #CloudComputing #Security
When Kubernetes Forgets: The 90-Second Evidence Gap
A recent experiment demonstrates that Kubernetes can recover from an OOMKill in under five seconds, erasing the diagnostic evidence before an on‑call engineer can investigate. The default event retention and container‑log policies cause the OOM event and related state to...
AI Agents Let You Build Vision Apps without Coding
🚀 Building a Computer Vision app - without writing a single line of code. In this walkthrough, we used an AI coding agent to create a real-time face detection application that can blur or pixelate faces on a live video feed....
Pilot 1.40 Cuts Costs, Adds Smart Model Routing
Pilot v1.40.0 delivered 📦 > Sonnet 4.6 default for simple/medium tasks > 40% cost drop on most executions > Opus 4.6 reserved for complex work > Haiku stays on classifiers > near-Opus quality — preferred 59% over Opus 4.5 > smart routing: complexity detected, model matched model_routing.enabled:...
Building and Testing in One Flow: BrowserStack Meets Cursor
BrowserStack announced a new plugin for the AI‑native editor Cursor, embedding its testing cloud, test‑management tools, and AI agents directly into the IDE. The integration lets developers generate test cases from requirement documents with a single prompt, launch real‑device sessions...
Safeguarding IoT & Edge Data Pipelines: QA Best Practices
The migration of data processing from centralized servers to edge devices is reshaping QA strategies for IoT pipelines. Unstable networks, fragmented device fleets, and expanded attack surfaces demand testing that goes beyond functional checks. Specialized IoT testing services now employ...
Master Bash Scripting, Unlock DevOps Career Opportunities
Today our intakes learned bash scripting which is important for automation, error handling and efficiency in DevOps. Something that seems to be like magic to them now seem easy and simple for them. This could be you. Join our ongoing...
GitHub PR Navigation Speed Boost Improves Daily Workflow
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. ❤️
Snowflake’s New Coding Agent Is in a Category of Its Own, Says Head of Product
Snowflake unveiled Cortex Code, an AI‑driven coding assistant embedded in its data platform, at the Build conference in London. The tool can generate, explain, and optimize SQL and Python code, handle data‑engineering and analytics tasks, and is context‑aware of schemas, governance...
Open‑source AI SRE Auto‑creates Debugging Tools for Any Team
.@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
AI Agents Needed to Manage Endless Pull Requests
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...
94% of Developers Eye Vendor Switch Amid AI Race
Nylas' 2026 State of Agentic AI report, based on a survey of over 1,000 developers and product leaders, reveals that 94% would consider switching AI vendors to obtain stronger, scalable, and compliant agentic capabilities. Currently, 67% are already building or...
GenAI Turns Specs Into Self‑healing Tests, Ending E2E Trap
E2E testing is a trap. You write the script. The UI updates. The pipeline explodes 💥 I’ve been testing Kane AI by @TestMuAI (formerly LambdaTest). It finally breaks the cycle. It’s a GenAI agent that turns plain English (or JIRA specs) into resilient, self-healing...
AWS Coding Agents Gain New Plugin Support Across Development Tools
AWS introduced Agent Plugins, a framework that equips AI coding assistants with native AWS capabilities. The initial "deploy‑to‑AWS" plugin lets developers issue natural‑language prompts to generate architecture recommendations, cost estimates, and infrastructure‑as‑code templates. It currently integrates with Claude Code and...
The New Paradigm for Raising up Secure Software Engineers
AI‑assisted coding is set to dominate enterprise development, with Gartner projecting 90% of engineers using AI assistants by 2028. As AI automates line‑level vulnerability detection, security teams face a surge in code volume and reduced review windows. This forces a...
Everyone Uses Open Source, but Patching Still Moves Too Slowly
Enterprise security teams now rely on open source for core infrastructure, development pipelines, and production applications, yet patching cycles remain sluggish. TuxCare’s 2026 Open Source Landscape Report shows that 60% of recent incidents involved known vulnerabilities that were not patched...
Martin Fowler’s Timely Advice & Guest Lineup Revealed
new post up: in which @martinfowler gives me the best advice ever at the worst possible time, plus... a rundown of the special guests to expect in the second edition of "Observability Engineering"! https://t.co/ZcaP1rzYib
How Llm-D Brings Critical Resource Optimization with SoftBank’s AI-RAN Orchestrator
Red Hat and SoftBank have integrated the open‑source llm‑d framework into SoftBank’s AI‑RAN orchestrator, AITRAS, to dynamically distribute large language model inference across edge radio access network hardware. llm‑d extends vLLM’s single‑GPU performance to multi‑node Kubernetes clusters, enabling hardware‑aware routing...
SAS Viya Platform with Red Hat OpenShift Service on AWS (ROSA)
Red Hat and SAS have released a reference architecture for deploying the SAS Viya analytics platform on Red Hat OpenShift Service on AWS (ROSA). The guide details a workload‑placement strategy using dedicated machine pools, integration with AWS services such as RDS for PostgreSQL,...
Simplify Red Hat Enterprise Linux Provisioning in Image Builder with New Red Hat Lightspeed Security and Management Integrations
Red Hat has rebranded its Insights service as Red Hat Lightspeed, keeping core advisor, vulnerability and compliance capabilities while emphasizing AI‑driven speed. New Image Builder integrations now auto‑register RHEL images to Red Hat Satellite and Ansible Automation Platform, and allow compliance profiles...
Ambient Multi-Network Multicluster Support Is Now Beta
Istio 1.29 introduces beta‑level ambient multi‑network multicluster support, targeting production‑ready telemetry across distributed clusters. The release adds an enriched HBONE protocol with baggage headers, enabling waypoint and ztunnel proxies to exchange peer metadata across network boundaries. Telemetry gaps that previously...
GitLab Backs 99.9% Availability with Service Credits for Ultimate Customers
GitLab announced a 99.9% availability service‑level agreement for Ultimate customers on GitLab.com and GitLab Dedicated, backed by service credits when monthly uptime falls short. The SLA covers core DevSecOps experiences such as issues, merge requests, Git operations, Container and Package...
David Wheeler: Pg_clickhouse v0.1.4
The pg_clickhouse extension for PostgreSQL has been updated to version 0.1.4, a maintenance release that can be applied in‑place without running an ALTER EXTENSION command. The update resolves critical bugs: the binary driver now correctly inserts NULL into ClickHouse Nullable...
Temporal
Temporal announced a Series D financing round led by Lightspeed Venture Partners, bringing new capital to the open‑source durable execution platform. The round includes Lightspeed partners Anoushka Vaswani, Ravi Mhatre, Bucky Moore and Justin Shen. Temporal’s technology underpins mission‑critical services at...
What Is an AI Factory? Enterprise & Cloud Guide
An AI factory is an operational model that industrializes artificial‑intelligence development by linking high‑performance compute, data pipelines, orchestration, governance and deployment into a continuous production system. The concept, popularized by NVIDIA, moves AI from isolated experiments to repeatable, scalable outputs....
From Tickets to Self-Service AI Infrastructure
Many enterprises still provision AI resources through ticket systems, causing delays and underutilized GPUs. Modern developers now expect instant, self‑service access similar to hyperscaler offerings, making manual approval a competitive risk. The shift to automated, governed platforms improves utilization, speeds...
Rethink 6‑Week Sprints: Ship Faster, Stop Pretending Busy
If Claude + Cursor can ship a weekend MVP, why are we still doing 6-week sprints? Are we optimizing for shipping… or for feeling busy?
What Is Amazon EKS? EKS & EKS Anywhere Explained | Rafay
Amazon Elastic Kubernetes Service (EKS) dominates the managed Kubernetes market with roughly 50% share, offering a fully managed control plane, deep AWS integration, and serverless compute via Fargate. EKS Anywhere, launched in 2020, extends the same open‑source distro to on‑premise...
HCP Packer Adds SBOM Vulnerability Scanning
HashiCorp announced that HCP Packer now offers SBOM vulnerability scanning in public beta, while its package‑visibility feature has moved to general availability. The new scanning capability cross‑references each artifact’s software bill of materials against the MITRE CVE database and flags...
Cloudflare Releases Agents SDK v0.5.0 with Rewritten @Cloudflare/Ai-Chat and New Rust-Powered Infire Engine for Optimized Edge Inference Performance
Cloudflare unveiled Agents SDK v0.5.0, merging stateful Durable Objects with a Rust‑based Infire inference engine to run AI agents directly at the edge. The SDK lets each agent keep a persistent SQLite store of up to 1 GB, eliminating external database calls...
Design and Implementation of Cloud-Native Microservice Architectures for Scalable Insurance Analytics Platforms
A new study presents a cloud‑native microservice architecture designed for insurance analytics, leveraging Docker, Kubernetes, Kafka, and Spark to replace legacy monolithic systems. The design enables real‑time data ingestion, continuous AI model deployment, and automated scaling across services. Performance tests...
How AI Improves Real-World Testing Accuracy
Global App Testing shows how AI boosts real‑world testing accuracy by expanding coverage beyond scripted flows. By training models on historical test data and user behavior, AI pinpoints high‑risk edge cases across devices, networks, and regions. The approach blends AI‑driven...
Quesma Releases BinaryAudit
Quesma unveiled BinaryAudit, an independent benchmark that measures how well artificial‑intelligence models can spot hidden threats in software binaries. The tool aims to shift binary analysis from a reactive, post‑breach activity to a proactive safeguard applied before deployment, during updates,...
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Migrating Existing Amazon EKS Clusters to EKS Auto Mode | Rafay
Amazon EKS Auto Mode automates node scaling, patching, and add‑on management, but AWS does not provide an automated path for migrating applications, storage, or ingress. Rafay offers a guided, cluster‑level migration process that includes converting to access entries, enabling Auto...
Azure Reliability, Resiliency, and Recoverability: Build Continuity by Design
Microsoft Azure’s latest blog delineates three core continuity concepts—reliability, resiliency and recoverability—explaining how each fits into the Cloud Adoption Framework and the Azure Well‑Architected Framework. It describes reliability as the ultimate service‑level goal, resiliency as the ability to stay operational...
Mistral Seals First Acquisition Deal with Cloud Startup Koyeb
Mistral AI announced its first acquisition, buying French serverless cloud startup Koyeb. The move aims to accelerate Mistral's AI compute offering and build a sovereign AI cloud platform. Mistral, founded in 2023, has raised nearly €2.8 bn and is valued at...
Free Guides to Jumpstart Your Dev Career
I made three 💛free💛 guides I wish I had earlier in my career. • Docker Essentials: from “works on my machine” to production • AWS Solutions Architect study guide (hands-on, no ai generated BS) • Vibe-Coding to App (learn how to code and...
LLMs Fall Short on Test Code—Automation Pros Shine
i dont find LLMs great at writing test code at all. if you're into test automation, this is your time to shine
Built Rails Infrastructure for Per‑Customer SQLite, Even When Plans Shifted
The original plan for Fizzy was to ship the SaaS version with one sqlite database per customer. That didn't end up happening, but we built all the Rails infrastructure needed to make it possible. Mike goes through it all here:...