Memory Solutions for Firmware OTA Updates
Firmware‑over‑the‑air (FOTA) updates are becoming essential for extending device functionality, fixing bugs, and reducing recall costs, but growing firmware sizes increase erase and program times. The article compares internal dual‑bank flash with external NOR flash solutions, highlighting that external NOR offers scalability, cost efficiency, and better security for large‑scale updates. It also outlines implementation mechanisms such as A/B updates, delta patches, and secure boot, and notes automotive regulations (UNECE R155/R156) that mandate robust OTA capabilities. Overall, adopting external NOR flash with proper security measures can minimize downtime and extend flash lifespan.
Docker Simplifies: Build Once, Run Anywhere
Docker made simple: build once, run anywhere. 🐳 This carousel breaks down the essentials every developer should know: • What Docker is • Restart policies (always / unless-stopped / on-failure) • Port mapping • Docker networking • Volumes & bind mounts If you’ve ever said “it works...
Kubernetes Errors Follow Patterns—Stop Guessing, Start Debugging
Kubernetes errors aren’t random. You just don’t know the pattern yet. 100 real errors → RCA → fixes Stop guessing. Start debugging. Follow @devopsshack Comment “k8” to get the full guide #kubernetes #devops #k8s #cloud #aws #docker #cicd #sre #cloudnative #microservices #platformengineering #softwareengineering #devopsshack #learnkubernetes
Anthropic’s New Product Kills Another Batch of AI Infrastructure Teams
Anthropic unveiled Claude Managed Agents, a managed service that abstracts the operational stack required for autonomous AI agents, including sandboxing, credential management, failure recovery, permission isolation, and end‑to‑end tracing. The offering promises to cut the months‑long engineering effort traditionally needed...
Microsoft Adds Hidden Feature Flags to Windows Insider Builds
Microsoft is quietly adding a new "Feature Flags" setting to upcoming Windows Insider builds, allowing participants to manually toggle experimental features. Until now, Insiders relied on random assignments via the Controlled Feature Rollout program or third‑party tools like ViVeTool. The...
Meta Moves Fast Toward a World Where AI Builds the Software
Meta has launched a new Applied AI (AAI) engineering organization and is forcibly reassigning its top software engineers to the unit. AAI’s long‑term goal is to have autonomous AI agents handle the majority of building, testing and shipping Meta’s products,...
C3.ai Unveils C3 Code Platform to Accelerate Enterprise AI Production
C3.ai announced the launch of C3 Code, a natural‑language AI development platform designed to let enterprise teams generate applications by describing functionality in plain text. The tool promises to shorten development cycles and help large organizations shift AI projects from...
AI‑Generated Pull Requests Flood Open‑Source Repos, Threatening Enterprise DevOps
Open‑source maintainers are being swamped by low‑quality, AI‑generated pull requests, prompting the shutdown of the Jazzband collective and prompting warnings that enterprise DevOps pipelines will face the same overload. Researchers cite a 19% slowdown for developers using AI tools and...
AI Agents Aren’t Failing. The Coordination Layer Is Failing
Enterprises deploying multiple AI agents often see impressive isolated performance, but production systems quickly degrade as agents compete for resources. Direct point‑to‑point calls cause quadratic growth in connections, leading to race conditions, stale context, and cascading failures. The author proposes...
MLOps: Essential Cycle to Keep Models Alive
MLOps = Making ML work in production. Train → Deploy → Monitor → Retrain If you skip this, your model will fail. Follow for more real DevOps + AI content. Save this for later. Comment MLOps for roadmap. #mlops #machinelearning #ai #devops #datascience #mlengineer #cloudcomputing #kubernetes...
Claude Code Automates Browser Testing Directly From Terminal
Claude Code can control your browser. I asked it to test a form on localhost. It opened Chrome, typed in the fields, submitted bad data, and caught a validation error. All from my terminal. No Selenium. No Playwright.
Public Videos: Docker 101
ipSpace.net announced that its "Introduction to Docker" webinar, originally produced a few years ago, is now publicly available to anyone with an ipSpace.net account. The free video walks beginners through core Docker concepts such as images, containers, Dockerfiles, and basic...
GBrain Runs on Hermes Agent with Simple Script
GBrain works on Hermes Agent, paste the same install script and you're good to go. https://t.co/yFpFU4pn5b
The Messy Truth of Your AI Strategies
In this episode, host Ryan Donovan and guest Hima Raghavan, co‑founder and head of engineering at Kumo.ai, dissect the chaotic realities of deploying AI in profit‑driven enterprises, covering issues like pipeline sprawl, shadow AI, and data governance. Hima explains how...
DevOps Anti-Patterns: What They Are and How to Avoid Them
DevOps anti‑patterns—practices that appear helpful but undermine speed, collaboration, and reliability—are detailed in a comprehensive guide. The article highlights common pitfalls such as creating a separate DevOps team, focusing solely on tooling, inserting manual steps into CI/CD pipelines, neglecting continuous...
AI for Scientific Research: Building the Research Platform that Science Needs with Red Hat AI
Red Hat OpenShift, combined with OpenShift AI, provides a Kubernetes‑based platform that integrates large‑language‑model customization, model serving, and observability for research institutions. The Slinky operator containerizes Slurm, allowing traditional HPC workloads to share GPU resources with cloud‑native AI jobs on the...
Tripled @‑Mention Speed in Massive Codebase with Claude Code
Just got a nice DM from a big enterprise customer using Claude Code in one of the world's biggest codebases Here's how we made @-mentions 3x faster 🧵
Agentic Infrastructure: The Future Backbone for AI‑Native Cloud
Agentic Infrastructure is the future of the cloud ① For coding agents If you use Claude Code, Codex, Cursor, you need infra that 'clicks' for your agents, not just devs. ② To deploy agents Pages → Agents. Long-running compute, sandboxes, and our token...
Compute Domains & Multi-Node NVLink in Kubernetes: Scaling GPU Workloads
NVIDIA’s ComputeDomains add a Kubernetes‑native layer that dynamically creates and tears down multi‑node NVLink communication groups for GPU workloads. By extending the Dynamic Resource Allocation driver, the feature makes cross‑node bandwidth a schedulable resource rather than a static configuration. This...
7 AI Productivity Lessons From the CTO of Superhuman
Superhuman’s new CTO, Loïc Houssier, tackled lagging internal AI tool use by stripping bureaucratic hurdles and fostering a culture of rapid experimentation. He let engineers self‑serve AI licenses, created an AI guild with monthly knowledge‑sharing, and recruited a respected senior...
I’m a Glorified Typing Monkey (And That’s How I Ship Code Around the Clock)
The author describes a workflow where two AI agents—Anthropic's Claude Code and OpenAI's Codex—handle software development from spec to merge. Claude Code generates code based on detailed specifications, while Codex reviews, tests, and fixes the pull requests before approval. Multiple...
Mythos Autonomously Exploited Vulnerabilities that Survived 27 Years of Human Review. Security Teams Need a New Detection Playbook
Anthropic’s Claude Mythos Preview autonomously uncovered a 27‑year‑old OpenBSD TCP stack bug and dozens of other zero‑day flaws across operating systems, browsers, and crypto libraries, costing roughly $20,000 per discovery campaign. The model demonstrated a 90‑fold improvement over Claude Opus...
BlueRock Launches Trust Context Engine
BlueRock unveiled its Trust Context Engine, a new context layer for the Agentic Action Path that tags each AI‑agent step with detailed metadata, trust signals, and runtime behavior. The engine pulls curated data from the MCP Trust Registry and augments...
AWS Wants to Register Your AI Agents
Amazon Web Services unveiled the AWS Agent Registry, a service that lets enterprises catalog, discover, and reuse AI agents, tools, and skills across any cloud or on‑premise environment. The registry is part of the broader AgentCore framework and captures metadata...
The Next Stages of AI Conformance in the Cloud-Native, Open-Source World
The Cloud Native Computing Foundation launched its Kubernetes AI conformance program to standardize how AI and machine‑learning workloads run on Kubernetes clusters. By certifying that clusters can reliably expose GPUs, TPUs and support dynamic resource allocation, the program aims to...
WSO2 Unveils Developer Platform for OpenChoreo 1.0
WSO2 has launched the Developer Platform for OpenChoreo 1.0, an open‑source CNCF Sandbox project that helps platform engineers build Kubernetes‑native internal developer platforms. The new platform adds enterprise‑grade stability, security, and architectural guidance while keeping the core OpenChoreo code unchanged....
Why Backup Automation Is Critical for Agency Hosting
Digital agencies face site failures that can cost revenue, SEO rankings, and reputation. Manual backups are error‑prone; automated backups provide reliable, frequent snapshots with retention. A modern system should deliver daily backups, 30‑day history, one‑click restores, and client‑visible reporting. Implementing...
How Drasi Used GitHub Copilot to Find Documentation Bugs
Drasi, a CNCF sandbox project, built an AI‑driven testing pipeline using GitHub Copilot CLI, Dev Containers and Playwright to run tutorials as synthetic new users. The agents execute each command literally, verify expected output and compare screenshots, turning documentation validation...
Fuzzing: What Are the Latest Developments?
Fuzz testing has moved from a niche security tool to a mainstream assurance technique, now covering cloud‑native, embedded, and safety‑critical systems. Innovations such as grammar‑based, hybrid, and AI‑assisted fuzzers boost coverage and efficiency, while emulation‑based approaches enable early testing of...
Eclipse hawkBit 1.0 Released for Open-Source IoT Software Updates
Eclipse Foundation announced the 1.0 release of hawkBit, its open‑source over‑the‑air (OTA) update platform for IoT devices. The milestone marks the project’s promotion to Mature status after years of development, 84 contributors, nearly 4,000 commits and 20 prior releases. hawkBit...
Linux Command Line: Your Tech Superpower Toolkit
Linux isn’t just a skill — it’s a superpower for anyone in tech. From file management and networking to system diagnostics and automation, mastering the command line gives you real control over your systems. This carousel breaks down essential Linux commands every...
Ultralytics Platform Unifies and Accelerates Computer Vision Pipelines
Ultralytics Platform: Simplifying End-to-End Computer Vision Development In this episode of Artificial Intelligence: Papers and Concepts, we explore the Ultralytics Platform, a unified ecosystem designed to make building, training, and deploying computer vision models faster and more accessible. Known for powering...
SAS, NC State and ECU Deploy IoT Sensor Network for Precision Agriculture
SAS has partnered with North Carolina State University and East Carolina University to launch a pilot IoT sensor network in Hyde County, delivering real‑time flood, soil‑moisture and salinity data to farmers. The project leverages SAS® Analytics for IoT and the...
5 Docker Containers for Small Business
The article outlines a Docker‑based “business‑in‑a‑box” stack for small firms, starting with Portainer for container management, PostgreSQL for relational storage, Airbyte for ELT, Metabase for BI, and n8n for workflow automation. Deploying these open‑source containers on a single VM gives...
Tail Latency (P99) Optimization: Why Averages Lie and How to Fix Outliers
APIs often showcase low average response times, but the 99th‑percentile (P99) can be dramatically higher, exposing users to severe delays. The article explains how tail latency arises from CPU saturation, garbage‑collection pauses, cache misses, network packet loss, and lock contention....
Argentum AI Selects Rafay for Infrastructure Orchestration
Argentum AI has chosen the Rafay Platform to orchestrate its rapidly expanding AI infrastructure portfolio, which spans more than 3 GW of power across the U.S., Europe and other regions. The unified software‑orchestration layer lets Argentum provision customized GPU compute environments...
Shipping Faster, Thinking Less? The AI Code Verification Trap
AI‑generated code is accelerating delivery but exposing a verification gap that forces developers to spend days auditing machine output instead of building. Traditional peer review still catches about 60% of defects, yet the "prompt‑and‑review" model is burning out engineers and...
Bringing Databases and Kubernetes Together
Running databases on Kubernetes has moved from experimental to mainstream, with Datadog reporting that 45% of container‑using firms deploy databases in containers and the Data on Kubernetes Community noting that the most advanced teams now run over 75% of their...
Simplifying Terraform Dynamic Credentials on AWS with Native OIDC Integration
AWS has added native OpenID Connect (OIDC) integration for HCP Terraform and Terraform Enterprise within Account Factory for Terraform (AFT). By setting the terraform_oidc_integration flag to true, AFT automatically creates the trust relationship between AWS and Terraform workspaces, removing the...
Warda Bibi: The 1 GB Limit That Breaks Pg_prewarm at Scale
A production PostgreSQL 16.8 cluster crashed because the pg_prewarm extension’s autoprewarm worker attempted to allocate an array larger than PostgreSQL’s 1 GB palloc limit. The allocation size grows with shared_buffers, and systems with more than roughly 429 GB of shared buffers exceed...
Start DevOps Right: Follow This Essential Learning Order
Most beginners start DevOps the wrong way. Correct order should be: 1️⃣ Linux basics 2️⃣ Networking fundamentals 3️⃣ Git & GitHub 4️⃣ Cloud (AWS / Azure / GCP) 5️⃣ Docker 6️⃣ Kubernetes 7️⃣ CI/CD pipelines 8️⃣ Monitoring tools Follow the roadmap. Stay consistent.
Fine‑tune Gemma4 Model Using Serverless Google Cloud Run
Great example from Shir. Follow along to see how to fine-tune a #Gemma4 model directly on serverless @googlecloud Run jobs.
Process Manager for Autonomous AI Agents
The new botctl process manager lets developers run autonomous AI agents with a simple declarative YAML configuration. It launches Claude‑style bots, preserves session state, and supports hot‑reload so changes take effect without restarts. Extensible skill modules can be pulled from...
Replace Release Boards with Guardrails, Policy-as-Code, Self-Service
Enterprise release boards won't get you SaaS agility. Shift to guardrails over gates, policy-as-code, and self-service delivery. #DevOps #Cloud https://t.co/e4TERhpY2r
ServiceNow Ditches Sidecars, Launches Context Engine & New Commercial Bet
ServiceNow Ends the Sidecar Era: Context Engine, Build Agent Skills, and a New Commercial Bet https://t.co/Qko2HSYx3z
One Agent. Three Platforms. What Happens When It Gets Something Wrong?
The Model Context Protocol (MCP) lets a single AI agent operate across GitHub, Jira, and Confluence, streamlining developer workflows. While this integration boosts speed, a mis‑interpreted command can simultaneously alter code, tickets, and documentation, creating a massive blast radius. Traditional...
Enterprise DevOps Must Mirror SaaS's Data‑Driven Obsession
SaaS teams succeed by measuring everything: deploys, failures, recovery, and adoption. Enterprise DevOps needs the same obsession with telemetry and outcomes. #DevOps #SRE https://t.co/e4TERhpY2r
Claude Code Now Runs as Recurring Cron Loop
Claude Code just became a cron job. /loop 5m check if the deployment finished. It runs any prompt on a recurring interval while you keep coding in the same session.
Replication vs Sharding: A Beginner’s Guide
A single database eventually hits CPU, memory, and I/O limits, causing latency and availability risks. Replication creates multiple copies of the same dataset, improving read scalability and fault tolerance through synchronous or asynchronous modes. Sharding splits data across nodes, allowing...
Rebuilding Pipelines Cuts Costs 3×, Boosts Ad Quality
Found major tech debt in our GTM stack. Rebuilt our Meta pipelines from scratch - ad quality scores way up, early costs down ~3x. Great engineering fixes a lot of ills.