# Deployment

Software deployment is the process of transferring software to target infrastructure and configuring it to run.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## New Hampshire software freedom bill hearing scheduled for 21 February 2023

DevFeed: [New Hampshire software freedom bill hearing scheduled for 21 February 2023](<https://devfeed.tech/articles/new-new-hampshire-software-freedom-bill-hearing-on-21-february-2023-needs-your-support-32738.md>)

Original publisher: [Read original article](<https://libreboot.org/news/usa-libre-part3.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: news

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [Software](<https://devfeed.tech/topics/software.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Deployment Strategies](<https://devfeed.tech/topics/deployment-strategies.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [deployment-strategies](<https://devfeed.tech/tags/deployment-strategies.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [information-technology](<https://devfeed.tech/tags/information-technology.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [mastodon](<https://devfeed.tech/tags/mastodon.md>), [news](<https://devfeed.tech/tags/news.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

The article reports on an upcoming New Hampshire House Bill 556-FN hearing concerning software freedom. It describes provisions that would require the New Hampshire Information Technology Council to study promoting libre software and reducing citizens' reliance on proprietary software in state interactions.

### Source excerpt

Article: NEW New Hampshire software freedom bill hearing on 21 February 2023 needs your support! Web link: https://libreboot.org/news/usa-libre-part3.html

## Beyond the sync: Argo CD needs an Enterprise Control Plane

DevFeed: [Beyond the sync: Argo CD needs an Enterprise Control Plane](<https://devfeed.tech/articles/beyond-the-sync-argo-cd-needs-an-enterprise-control-plane-31419.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/beyond-the-sync-argo-cd-needs-an-enterprise-control-plane>)

Author: Eric Minick Sudarshan Purohit

Published: 2026-09-16T20:28:57.610955Z

Content type: opinion

Language: en

Sources: [Harness Blog](<https://devfeed.tech/sources/harness-blog.md>)

Topics: [argo-cd](<https://devfeed.tech/topics/argo-cd.md>), [GitOps](<https://devfeed.tech/topics/gitops.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [DevOps](<https://devfeed.tech/topics/devops.md>), [Platform Engineering](<https://devfeed.tech/topics/platform-engineering.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [argo-cd](<https://devfeed.tech/tags/argo-cd.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [gitops](<https://devfeed.tech/tags/gitops.md>), [governance](<https://devfeed.tech/tags/governance.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [verification](<https://devfeed.tech/tags/verification.md>)

### AI overview

This article argues that Argo CD's manifest synchronization is only one part of enterprise software delivery. It describes how scaling GitOps can create operational toil and Argo sprawl, and proposes an enterprise control plane with workflow orchestration, governance, and deployment verification.

### Source excerpt

Scaling GitOps? Argo CD is great for syncing manifests, but enterprise delivery requires workflow orchestration, governance, and AI verification. | Blog

## Platform Engineering in the Age of AI

DevFeed: [Platform Engineering in the Age of AI](<https://devfeed.tech/articles/platform-engineering-in-the-age-of-ai-31422.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/platform-engineering-in-the-age-of-ai>)

Author: Nicole Morgan

Published: 2026-09-16T20:28:57.610955Z

Content type: opinion

Language: en

Sources: [Harness Blog](<https://devfeed.tech/sources/harness-blog.md>)

Topics: [Platform Engineering](<https://devfeed.tech/topics/platform-engineering.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [internal developer portal](<https://devfeed.tech/topics/internal-developer-portal.md>), [API](<https://devfeed.tech/topics/api.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [sdlc](<https://devfeed.tech/topics/sdlc.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai](<https://devfeed.tech/tags/ai.md>), [api](<https://devfeed.tech/tags/api.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [developer-experience](<https://devfeed.tech/tags/developer-experience.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [platform](<https://devfeed.tech/tags/platform.md>), [sdlc](<https://devfeed.tech/tags/sdlc.md>)

### AI overview

This commentary examines how platform engineering is adapting as AI coding tools and agents become part of software delivery. It discusses the build-versus-provide decisions facing platform teams, how agents may consume internal developer platforms through APIs, the need for guardrails, and the challenge of measuring the results of AI investment.

### Source excerpt

94% of engineering leaders say their AI metrics are missing. Here's how platform engineering is changing to close that gap. | Blog

## AI Agent Governance: Why It Belongs in Your Platform

DevFeed: [AI Agent Governance: Why It Belongs in Your Platform](<https://devfeed.tech/articles/ai-agent-governance-why-it-belongs-in-your-platform-31420.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/governance-is-the-platform-problem-worth-solving>)

Author: Prateek Mittal

Published: 2026-09-16T20:28:57.610955Z

Content type: article

Language: en

Sources: [Harness Blog](<https://devfeed.tech/sources/harness-blog.md>)

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [observability](<https://devfeed.tech/topics/observability.md>), [audit](<https://devfeed.tech/topics/audit.md>), [test](<https://devfeed.tech/topics/test.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [pull-requests](<https://devfeed.tech/topics/pull-requests.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [audit](<https://devfeed.tech/tags/audit.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [governance](<https://devfeed.tech/tags/governance.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [observability](<https://devfeed.tech/tags/observability.md>), [pull-requests](<https://devfeed.tech/tags/pull-requests.md>), [test](<https://devfeed.tech/tags/test.md>)

### AI overview

Engineering leaders from Yelp, Platformable, and Harness argue that AI agent governance must be automated, continuously enforced, and built into the platform rather than left to policy documents. The article discusses audit trails, agent-to-agent access controls, experiment tracking, testing, latency monitoring, rollback paths, and observability for agent-driven changes.

### Source excerpt

Engineering leaders from Yelp, Platformable, and Harness explain why AI agent governance has to be built into the platform, not a policy doc. | Blog

## Hobby projects now retain fewer deployments to free up storage

DevFeed: [Hobby projects now retain fewer deployments to free up storage](<https://devfeed.tech/articles/hobby-projects-now-retain-fewer-deployments-to-free-up-storage-31498.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/hobby-projects-now-retain-fewer-deployments-to-free-up-storage>)

Author: Pranav Kanchi

Published: 2026-09-16T18:00:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [Deployment](<https://devfeed.tech/topics/deployment.md>), [Disk image](<https://devfeed.tech/topics/disk-image.md>)

Tags: [3](<https://devfeed.tech/tags/3.md>), [deployments](<https://devfeed.tech/tags/deployments.md>), [retention](<https://devfeed.tech/tags/retention.md>), [storage](<https://devfeed.tech/tags/storage.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>)

### AI overview

Vercel has changed Deployment Retention for Hobby teams. Each Hobby project now keeps its three most recent production deployments and three most recent deployments of any type, while some protected deployments remain exempt. Deployments outside the exceptions are deleted immediately when a team exceeds the 10GB storage limit.

### Source excerpt

Hobby projects now retain fewer deployments past the 30-day retention window. Hobby teams get 10GB of Deployment Storage. Every deployment you keep uses some of it, and going over the limit can block you from deploying until you free some up. Deployment Retention for Hobby teams now deletes old deployments sooner, so dormant projects stop holding storage that your active projects need. Each Hobby project now keeps its 3 most recent production deployments, plus its 3 most recent deployments of any type, regardless of age. Preview deployments no longer get their own protection. Your current production deployment is still never deleted, and aliased and active-branch deployments are still protected. See the full list of exceptions in the docs. If your team is over the 10GB limit, deployments outside those exceptions are now deleted immediately instead of after 30 days. To stay under the limit, see how to optimize your Deployment Storage usage, or upgrade to Pro, where storage is billed at $0.10 per GB per month. Read more

## Secure Compute and Static IP builds start 64% faster

DevFeed: [Secure Compute and Static IP builds start 64% faster](<https://devfeed.tech/articles/secure-compute-and-static-ip-builds-start-64-faster-31500.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/secure-compute-and-static-ip-builds-start-64-faster>)

Author: Karim Hasebou

Published: 2026-09-16T17:00:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [Deployment](<https://devfeed.tech/topics/deployment.md>), [Containers](<https://devfeed.tech/topics/containers.md>), [Network Configuration](<https://devfeed.tech/topics/network-configuration.md>)

Tags: [automatically](<https://devfeed.tech/tags/automatically.md>), [build](<https://devfeed.tech/tags/build.md>), [compute](<https://devfeed.tech/tags/compute.md>), [containers](<https://devfeed.tech/tags/containers.md>), [faster](<https://devfeed.tech/tags/faster.md>), [ip](<https://devfeed.tech/tags/ip.md>), [network-configuration](<https://devfeed.tech/tags/network-configuration.md>), [static](<https://devfeed.tech/tags/static.md>)

### AI overview

Vercel reports that builds using Secure Compute or Static IPs now start 64% faster on average, improving from 6.7 seconds to 2.4 seconds. The change uses prewarmed build containers with network configuration attached at build start and requires no configuration changes.

### Source excerpt

Builds using Secure Compute or Static IPs now start 64% faster, with the average time from deployment creation to build start dropping from 6.7 seconds to 2.4 seconds. Previously, each build waited for a new build container to boot with its network configuration. These builds now use prewarmed build containers, with your network configuration attached when the build starts. The improvement is applied automatically to builds using Secure Compute or Static IPs, with no configuration changes required. Learn more about Secure Compute and Static IPs. Read more

## Learn How to Deploy, Secure, and Automate Full-Stack Web Apps

DevFeed: [Learn How to Deploy, Secure, and Automate Full-Stack Web Apps](<https://devfeed.tech/articles/learn-how-to-deploy-secure-and-automate-full-stack-web-apps-31472.md>)

Original publisher: [Read original article](<https://www.freecodecamp.org/news/learn-how-to-deploy-secure-and-automate-full-stack-web-apps/>)

Author: Beau Carnes

Published: 2026-09-16T15:28:18Z

Content type: tutorial

Language: en

Sources: [freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More](<https://devfeed.tech/sources/freecodecamp-programming-tutorials-python-javascript-git-more.md>)

Topics: [web applications](<https://devfeed.tech/topics/web-applications.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [FastAPI](<https://devfeed.tech/topics/fastapi.md>), [GitHub Actions](<https://devfeed.tech/topics/github-actions.md>), [Vue.js](<https://devfeed.tech/topics/vue.md>), [nginx](<https://devfeed.tech/topics/nginx.md>), [firewalls](<https://devfeed.tech/topics/firewalls.md>), [Python](<https://devfeed.tech/topics/python.md>), [Cloudflare](<https://devfeed.tech/topics/cloudflare.md>), [SSL](<https://devfeed.tech/topics/ssl.md>), [Ubuntu](<https://devfeed.tech/topics/ubuntu.md>)

Tags: [analysis](<https://devfeed.tech/tags/analysis.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [deploy](<https://devfeed.tech/tags/deploy.md>), [fastapi](<https://devfeed.tech/tags/fastapi.md>), [full-stack](<https://devfeed.tech/tags/full-stack.md>), [github-actions](<https://devfeed.tech/tags/github-actions.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [web](<https://devfeed.tech/tags/web.md>), [web-apps](<https://devfeed.tech/tags/web-apps.md>), [youtube](<https://devfeed.tech/tags/youtube.md>)

### AI overview

This article introduces an 11-hour freeCodeCamp course on deploying, securing, and automating a Vue.js and FastAPI web application. It covers Ubuntu server setup, SSH hardening, firewalls, application runtimes, Meilisearch, DNS, SSL, Nginx, Cloudflare, GitHub Actions, security testing, and observability.

### Source excerpt

Taking a web application from local development to a live, secure production environment can be daunting if you've never looked under the hood. We just published a comprehensive course on the freeCode

## Lyft Moves Streaming Fleet to Apache Flink Kubernetes Operator

DevFeed: [Lyft Moves Streaming Fleet to Apache Flink Kubernetes Operator](<https://devfeed.tech/articles/lyft-moves-streaming-fleet-to-apache-flink-kubernetes-operator-30910.md>)

Original publisher: [Read original article](<https://www.infoq.com/news/2026/09/lyft-flink-k8s-operator/>)

Author: Mark Silvester

Published: 2026-09-16T11:00:00Z

Content type: news

Language: en

Sources: [InfoQ](<https://devfeed.tech/sources/infoq.md>)

Topics: [flink](<https://devfeed.tech/topics/flink.md>), [apache-flink](<https://devfeed.tech/topics/apache-flink.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [autoscaling](<https://devfeed.tech/topics/autoscaling.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [legacy](<https://devfeed.tech/topics/legacy.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [apache-flink](<https://devfeed.tech/tags/apache-flink.md>), [architecture-design](<https://devfeed.tech/tags/architecture-design.md>), [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [development](<https://devfeed.tech/tags/development.md>), [devops](<https://devfeed.tech/tags/devops.md>), [flink](<https://devfeed.tech/tags/flink.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [kubernetes-operator](<https://devfeed.tech/tags/kubernetes-operator.md>), [legacy](<https://devfeed.tech/tags/legacy.md>), [lyft-flink-k8s-operator](<https://devfeed.tech/tags/lyft-flink-k8s-operator.md>), [news](<https://devfeed.tech/tags/news.md>), [testing](<https://devfeed.tech/tags/testing.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>)

### AI overview

Lyft moved hundreds of production Apache Flink jobs from its in-house Kubernetes operator to the Apache Flink Kubernetes Operator. The change enabled last-state upgrades, in-place autoscaling, and resource autotuning, while Lyft adapted legacy deployment specifications through its deploy API and contributed a fix for a configuration-renaming bug.

### Source excerpt

Lyft has moved hundreds of production Flink jobs from a 2020 in-house Kubernetes operator to the Apache Flink Kubernetes Operator, unlocking last-state upgrades, in-place autoscaling and resource autotuning across the fleet. By Mark Silvester

## How to upgrade hundreds of React components without breaking production

DevFeed: [How to upgrade hundreds of React components without breaking production](<https://devfeed.tech/articles/how-to-upgrade-hundreds-of-react-components-without-breaking-production-27417.md>)

Original publisher: [Read original article](<http://engineering.khanacademy.org/posts/upgrade-buttons-links.htm>)

Author: Khan Academy

Published: 2019-09-23T22:00:00Z

Content type: tutorial

Language: en

Sources: [Khan Academy](<https://devfeed.tech/sources/khan-academy.md>)

Topics: [React](<https://devfeed.tech/topics/react.md>), [Design system](<https://devfeed.tech/topics/design-system.md>), [upgrade](<https://devfeed.tech/topics/upgrade.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [consistency](<https://devfeed.tech/topics/consistency.md>), [test](<https://devfeed.tech/topics/test.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [components](<https://devfeed.tech/tags/components.md>), [consistency](<https://devfeed.tech/tags/consistency.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [design-system](<https://devfeed.tech/tags/design-system.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [news](<https://devfeed.tech/tags/news.md>), [production](<https://devfeed.tech/tags/production.md>), [react](<https://devfeed.tech/tags/react.md>), [test](<https://devfeed.tech/tags/test.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>), [web-frontend](<https://devfeed.tech/tags/web-frontend.md>)

### AI overview

This article explains how Khan Academy upgraded hundreds of React buttons and links to components from its Wonder Blocks design system. It describes using a prop-conversion guide, organizing small team-owned changes, deploying often, and validating the migration with detailed test plans and responsive screenshots.

### Source excerpt

By Jangmi Jo Background In 2018, we started renewing our color system using our new shared design system, ... Read more

## Google tag gateway: Now on Webflow

DevFeed: [Google tag gateway: Now on Webflow](<https://devfeed.tech/articles/google-tag-gateway-now-on-webflow-34915.md>)

Original publisher: [Read original article](<https://webflowmarketingmain.com/blog/google-tag-gateway-now-on-webflow>)

Author: Webflow Team

Published: 2026-09-16T00:00:00Z

Content type: release

Language: en

Sources: [Webflow Blog](<https://devfeed.tech/sources/webflow-blog.md>)

Topics: [gateway](<https://devfeed.tech/topics/gateway.md>), [webflow](<https://devfeed.tech/topics/webflow.md>), [Google](<https://devfeed.tech/topics/google.md>), [Confidential Computing](<https://devfeed.tech/topics/confidential-computing.md>), [data](<https://devfeed.tech/topics/data.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>)

Tags: [confidential-computing](<https://devfeed.tech/tags/confidential-computing.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [conversion](<https://devfeed.tech/tags/conversion.md>), [data](<https://devfeed.tech/tags/data.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [development](<https://devfeed.tech/tags/development.md>), [gateway](<https://devfeed.tech/tags/gateway.md>), [google](<https://devfeed.tech/tags/google.md>), [measurement](<https://devfeed.tech/tags/measurement.md>), [webflow](<https://devfeed.tech/tags/webflow.md>)

### AI overview

Webflow announces Google tag gateway, which routes conversion data through a site's first-party infrastructure. Existing native Google tag integration users can activate it by republishing their site, while new users can follow a code-free setup workflow.

### Source excerpt

When you build on Webflow, you're creating experiences designed to help your business stand out and grow. Underpinning those experiences with a strong measurement foundation can help you understand what's driving results and make more informed marketing decisions. Now, Webflow makes it easier to strengthen your measurement foundation.

## Scaling Federated Learning Across Docker, Kubernetes, and Slurm with NVIDIA FLARE

DevFeed: [Scaling Federated Learning Across Docker, Kubernetes, and Slurm with NVIDIA FLARE](<https://devfeed.tech/articles/scaling-federated-learning-across-docker-kubernetes-and-slurm-with-nvidia-flare-26915.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/scaling-federated-learning-across-docker-kubernetes-and-slurm-with-nvidia-flare/>)

Author: Elizabeth Goodman

Published: 2026-09-15T15:00:00Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [Federated Learning](<https://devfeed.tech/topics/federated-learning.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [Server](<https://devfeed.tech/topics/server.md>), [dataset](<https://devfeed.tech/topics/dataset.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [compute](<https://devfeed.tech/tags/compute.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [container](<https://devfeed.tech/tags/container.md>), [data-analytics-processing](<https://devfeed.tech/tags/data-analytics-processing.md>), [data-science](<https://devfeed.tech/tags/data-science.md>), [dataset](<https://devfeed.tech/tags/dataset.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [docker](<https://devfeed.tech/tags/docker.md>), [docker-container](<https://devfeed.tech/tags/docker-container.md>), [federated-learning](<https://devfeed.tech/tags/federated-learning.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [job](<https://devfeed.tech/tags/job.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [nvidia-flare](<https://devfeed.tech/tags/nvidia-flare.md>), [server](<https://devfeed.tech/tags/server.md>)

### AI overview

This article explains how NVIDIA FLARE scales federated learning across sites with different infrastructure, including Docker, Kubernetes, and Slurm. Its two-layer architecture separates persistent federation services from on-demand job execution, while allowing each site to retain local control over compute, data, secrets, and scheduling.

### Source excerpt

Federated learning (FL) projects often begin with a straightforward setup: one server, a few clients, and one dataset at each site. As those projects grow, the...

## Grab's LLM-Kit Framework Standardizes More Than 500 Internal Agent Services

DevFeed: [Grab's LLM-Kit Framework Standardizes More Than 500 Internal Agent Services](<https://devfeed.tech/articles/grab-s-agent-framework-llm-kit-accelerates-ai-agent-production-deployment-26601.md>)

Original publisher: [Read original article](<https://www.infoq.com/news/2026/09/grab-agent-platform/>)

Author: Hien Luu

Published: 2026-09-15T09:00:00Z

Content type: news

Language: en

Sources: [InfoQ](<https://devfeed.tech/sources/infoq.md>)

Topics: [Framework](<https://devfeed.tech/topics/framework.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [agent observability](<https://devfeed.tech/topics/agent-observability.md>), [FastAPI](<https://devfeed.tech/topics/fastapi.md>), [OpenTelemetry](<https://devfeed.tech/topics/opentelemetry.md>), [GitLab](<https://devfeed.tech/topics/gitlab.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-ml-data-engineering](<https://devfeed.tech/tags/ai-ml-data-engineering.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [fastapi](<https://devfeed.tech/tags/fastapi.md>), [framework](<https://devfeed.tech/tags/framework.md>), [gitlab](<https://devfeed.tech/tags/gitlab.md>), [grab-agent-platform](<https://devfeed.tech/tags/grab-agent-platform.md>), [ml-data-engineering](<https://devfeed.tech/tags/ml-data-engineering.md>), [model-context-protocol](<https://devfeed.tech/tags/model-context-protocol.md>), [news](<https://devfeed.tech/tags/news.md>), [opentelemetry](<https://devfeed.tech/tags/opentelemetry.md>), [vault](<https://devfeed.tech/tags/vault.md>)

### AI overview

Grab's internal LLM-Kit framework standardizes more than 500 agent services by providing shared scaffolding for evaluation, tracing, secret handling, service discovery, and tool-server connections. The article reports that deploying a new agent service now takes about one hour instead of two weeks or more.

### Source excerpt

Grab has implemented LLM-Kit, a framework that standardizes over 500 internal agent services. This system enhances service integration, evaluation, and secret handling, reducing the time to deploy new AI agents from two weeks to one hour. It centralizes infrastructure management, allowing runtime tool discovery and flexible model integration, while maintaining operational control. By Hien Luu

## Introducing Encore x E2B

DevFeed: [Introducing Encore x E2B](<https://devfeed.tech/articles/introducing-encore-e2b-26825.md>)

Original publisher: [Read original article](<https://encore.dev/blog/encore-e2b-sandboxes>)

Author: Ivan Cernja

Published: 2026-09-15T00:00:00Z

Content type: release

Language: en

Sources: [Encore Updates](<https://devfeed.tech/sources/encore-updates.md>)

Topics: [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [backends](<https://devfeed.tech/topics/backends.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [API](<https://devfeed.tech/topics/api.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [api](<https://devfeed.tech/tags/api.md>), [backend](<https://devfeed.tech/tags/backend.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [code](<https://devfeed.tech/tags/code.md>), [coding](<https://devfeed.tech/tags/coding.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [database](<https://devfeed.tech/tags/database.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [pull-request](<https://devfeed.tech/tags/pull-request.md>), [sandbox](<https://devfeed.tech/tags/sandbox.md>), [sdk](<https://devfeed.tech/tags/sdk.md>)

### AI overview

Encore and E2B can provide coding agents with isolated sandboxes containing complete local backends. The integration lets agents build and verify end-to-end changes against infrastructure such as databases, queues, and APIs, while supporting deployment in the user's AWS or GCP account.

### Source excerpt

Give coding agents an isolated sandbox with a complete backend inside it -- and keep both in your own cloud.

## Authentication is a long-running Workflow

DevFeed: [Authentication is a long-running Workflow](<https://devfeed.tech/articles/authentication-is-a-long-running-workflow-35725.md>)

Original publisher: [Read original article](<https://temporal.io/blog/authentication-is-a-long-running-workflow>)

Author: Mason Williams

Published: 2026-09-15T00:00:00Z

Content type: tutorial

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [Authentication](<https://devfeed.tech/topics/authentication.md>), [MFA](<https://devfeed.tech/topics/mfa.md>), [browser](<https://devfeed.tech/topics/browser.md>), [Go Language](<https://devfeed.tech/topics/go-language.md>), [TypeScript](<https://devfeed.tech/topics/typescript.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [push-notification](<https://devfeed.tech/topics/push-notification.md>), [sessions](<https://devfeed.tech/topics/sessions.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [browser](<https://devfeed.tech/tags/browser.md>), [community](<https://devfeed.tech/tags/community.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [go](<https://devfeed.tech/tags/go.md>), [mfa](<https://devfeed.tech/tags/mfa.md>), [push-notification](<https://devfeed.tech/tags/push-notification.md>), [sessions](<https://devfeed.tech/tags/sessions.md>), [typescript](<https://devfeed.tech/tags/typescript.md>)

### AI overview

This article explains how KERNEL models Managed Auth as a long-running Temporal workflow. A parent workflow maintains connection state, health checks, reauthentication, and cancellation, while child workflows handle individual login attempts with separate browsers, timeouts, and cleanup. Durable state stays in Go, and model-driven work runs in a dedicated TypeScript Worker.

### Source excerpt

In this article# - A login is not a request - Model the connection, not the attempt - The human is part of the Workflow - Staying logged in is part of the product - Go owns durability; TypeScript runs the agent - What we learned 1. A login is not a request# An agent can enter a password, stop at an MFA prompt, wait for a person to approve a push notification, and then resume in the same browser. A deployment or Worker restart can happen anywhere in between.

## 9 top conversational AI platforms in 2026

DevFeed: [9 top conversational AI platforms in 2026](<https://devfeed.tech/articles/9-top-conversational-ai-platforms-in-2026-31442.md>)

Original publisher: [Read original article](<https://www.twilio.com/en-us/blog/insights/conversational-ai-platforms>)

Author: Jesse Sumrak

Published: 2026-09-15T00:00:00Z

Content type: comparison

Language: en

Sources: [Twilio Blog](<https://devfeed.tech/sources/twilio-blog.md>)

Topics: [Conversational AI](<https://devfeed.tech/topics/conversational-ai.md>), [AI Platform](<https://devfeed.tech/topics/ai-platform.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Messaging](<https://devfeed.tech/topics/messaging.md>)

Tags: [ai-platform](<https://devfeed.tech/tags/ai-platform.md>), [article](<https://devfeed.tech/tags/article.md>), [conversational-ai](<https://devfeed.tech/tags/conversational-ai.md>), [industry-insights](<https://devfeed.tech/tags/industry-insights.md>), [platforms](<https://devfeed.tech/tags/platforms.md>)

### AI overview

A comparison of conversational AI platforms in 2026, covering hosted agent platforms, infrastructure and APIs, enterprise offerings, and open-source options. It explains how these products differ in model support, deployment ownership, channel coverage, integrations, and human handoff.

### Source excerpt

Learn about the top conversational AI platforms in 2026, including infrastructure, enterprise, open source, and agentic options. See what fits your stack.

## How to Implement Feature Flags for Safe and Gradual Rollouts

DevFeed: [How to Implement Feature Flags for Safe and Gradual Rollouts](<https://devfeed.tech/articles/how-to-implement-feature-flags-for-safe-and-gradual-rollouts-20764.md>)

Original publisher: [Read original article](<https://www.freecodecamp.org/news/how-to-implement-feature-flags-for-safe-and-gradual-rollouts/>)

Author: Abisoye Alli-Balogun

Published: 2026-09-14T14:58:55Z

Content type: article

Language: en

Sources: [freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More](<https://devfeed.tech/sources/freecodecamp-programming-tutorials-python-javascript-git-more.md>)

Topics: [feature flags](<https://devfeed.tech/topics/feature-flags.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Development](<https://devfeed.tech/topics/development.md>), [Tech Debt](<https://devfeed.tech/topics/tech-debt.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [best-practices](<https://devfeed.tech/tags/best-practices.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [development](<https://devfeed.tech/tags/development.md>), [experimentation](<https://devfeed.tech/tags/experimentation.md>), [feature-flags](<https://devfeed.tech/tags/feature-flags.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [tech-debt](<https://devfeed.tech/tags/tech-debt.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

This article explains how to implement feature flags for safe, gradual rollouts. It covers separating deployment from release, boolean toggles, percentage-based rollouts, user segmentation, experimentation, kill switches, lifecycle management, and common anti-patterns.

### Source excerpt

Feature flags are one of the most powerful tools in a team's deployment arsenal. They decouple deployment from release, meaning your CI/CD pipeline can push code to production servers on every merge,

## Building for the AI era: Inside Cisco IT's Wi-Fi 7 revolution

DevFeed: [Building for the AI era: Inside Cisco IT's Wi-Fi 7 revolution](<https://devfeed.tech/articles/building-for-the-ai-era-inside-cisco-it-s-wi-fi-7-revolution-17426.md>)

Original publisher: [Read original article](<https://blogs.cisco.com/cisco-on-cisco/building-for-the-ai-era-inside-cisco-its-wi-fi-7-revolution>)

Author: Chris Tomazic

Published: 2026-09-14T13:00:21Z

Content type: article

Language: en

Sources: [Cisco Blogs](<https://devfeed.tech/sources/cisco-blogs.md>)

Topics: [Wi-Fi 7](<https://devfeed.tech/topics/wi-fi-7.md>), [Cisco IT](<https://devfeed.tech/topics/cisco-it.md>), [cisco networking](<https://devfeed.tech/topics/cisco-networking.md>), [networking](<https://devfeed.tech/topics/networking.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [Security](<https://devfeed.tech/topics/security.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>)

Tags: [authentication](<https://devfeed.tech/tags/authentication.md>), [cisco-catalyst-center](<https://devfeed.tech/tags/cisco-catalyst-center.md>), [cisco-it](<https://devfeed.tech/tags/cisco-it.md>), [cisco-meraki](<https://devfeed.tech/tags/cisco-meraki.md>), [cisco-networking](<https://devfeed.tech/tags/cisco-networking.md>), [cisco-on-cisco](<https://devfeed.tech/tags/cisco-on-cisco.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [enterprise-networking](<https://devfeed.tech/tags/enterprise-networking.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [latency](<https://devfeed.tech/tags/latency.md>), [network-automation](<https://devfeed.tech/tags/network-automation.md>), [networking](<https://devfeed.tech/tags/networking.md>), [security](<https://devfeed.tech/tags/security.md>), [wi-fi-7](<https://devfeed.tech/tags/wi-fi-7.md>)

### AI overview

Cisco IT describes a global Wi-Fi 7 rollout for 90,000 employees and hundreds of facilities. Its integrated Cisco networking portfolio, prior preparation with Wi-Fi 6 and 6E, certificate-based authentication, and Meraki Dashboard experience helped make the upgrade routine, seamless, and free of downtime.

### Source excerpt

Cisco IT upgraded to Wi-Fi 7 for 90,000 employees with zero downtime and record speed. See how a fully integrated Cisco networking stack, built for the AI era, made a complex global rollout simple and seamless.

## GitLab Dedicated: Compliance for a new regulatory era

DevFeed: [GitLab Dedicated: Compliance for a new regulatory era](<https://devfeed.tech/articles/gitlab-dedicated-compliance-for-a-new-regulatory-era-20785.md>)

Original publisher: [Read original article](<https://about.gitlab.com/blog/gitlab-dedicated-compliance/>)

Author: Aathira Nair

Published: 2026-09-14T00:00:00Z

Content type: article

Language: en

Sources: [GitLab](<https://devfeed.tech/sources/gitlab.md>)

Topics: [GitLab](<https://devfeed.tech/topics/gitlab.md>), [Software as a service](<https://devfeed.tech/topics/saas.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [Security](<https://devfeed.tech/topics/security.md>), [Resilience](<https://devfeed.tech/topics/resilience.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Multitenancy](<https://devfeed.tech/topics/multitenancy.md>)

Tags: [amazon-web-services-aws](<https://devfeed.tech/tags/amazon-web-services-aws.md>), [aws](<https://devfeed.tech/tags/aws.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [gdpr](<https://devfeed.tech/tags/gdpr.md>), [gitlab](<https://devfeed.tech/tags/gitlab.md>), [infrastructure-as-code](<https://devfeed.tech/tags/infrastructure-as-code.md>), [nis2](<https://devfeed.tech/tags/nis2.md>), [product](<https://devfeed.tech/tags/product.md>), [regulatory](<https://devfeed.tech/tags/regulatory.md>), [resilience](<https://devfeed.tech/tags/resilience.md>), [saas](<https://devfeed.tech/tags/saas.md>), [security](<https://devfeed.tech/tags/security.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

The article presents GitLab Dedicated as a fully isolated, single-tenant SaaS platform hosted and managed by GitLab in a preferred Amazon Web Services region. It explains how the service is intended to help European enterprises address compliance, data sovereignty, audit readiness, security, resilience, and operational responsibilities related to DORA, NIS2, and GDPR.

### Source excerpt

Enforcements such as NIS2 are no longer a future planning consideration. The European Union Agency for Cybersecurity's (ENISA) NIS360 report confirms that supervisory authorities are actively assessing cybersecurity maturity across critical sectors. The agency is moving from guidance and consultation into active oversight, scrutiny, and accountability. This is the regulatory environment European enterprises now operate in. Multi-tenant cloud platforms remove operational overhead but place source code and pipelines on shared infrastructure regulators now scrutinize. Self-managed solutions provide isolation but transfer responsibility for upgrade cycles, security patches, and disaster recovery (DR) tests to an already stretched platform team. Both deployment options leave gaps in risk management, data sovereignty, and furnishing audit evidence. In this article, you'll discover how GitLab Dedicated, a fully isolated, single-tenant SaaS solution deployed in your preferred Amazon Web Services (AWS) region and hosted and managed by GitLab, addresses these challenges and helps you keep pace with evolving compliance requirements. "NatWest Group is adopting GitLab Dedicated SaaS to enable our engineers to use a common cloud engineering platform; delivering new customer and colleague outcomes rapidly, frequently, and securely with high quality, automated testing, on-demand infrastructure, and straight-through deployment." -- Adam Leggett, Platform Lead for Engineering Platforms, NatWest Group Regulations are driving change In the European Union, key regulations are driving the need for a different platform approach. These regulations converge on a decision most enterprises made before they existed: a platform their developers build on. That decision now carries audit consequences it didn't before. Digital Operational Resilience Act (DORA), which came into force across EU financial services in January 2025, requires financial institutions to keep critical technology resilient,

## Lambda SnapStart Comes to Container Images, Ending a Packaging Tradeoff

DevFeed: [Lambda SnapStart Comes to Container Images, Ending a Packaging Tradeoff](<https://devfeed.tech/articles/lambda-snapstart-comes-to-container-images-ending-a-packaging-tradeoff-8452.md>)

Original publisher: [Read original article](<https://www.infoq.com/news/2026/09/lambda-snapstart-container-image/>)

Author: Steef-Jan Wiggers

Published: 2026-09-12T10:09:00Z

Content type: news

Language: en

Sources: [InfoQ](<https://devfeed.tech/sources/infoq.md>)

Topics: [Deployment](<https://devfeed.tech/topics/deployment.md>), [NumPy](<https://devfeed.tech/topics/numpy.md>)

Tags: [announcement](<https://devfeed.tech/tags/announcement.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [architecture-design](<https://devfeed.tech/tags/architecture-design.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [containers](<https://devfeed.tech/tags/containers.md>), [development](<https://devfeed.tech/tags/development.md>), [devops](<https://devfeed.tech/tags/devops.md>), [lambda-snapstart-container-image](<https://devfeed.tech/tags/lambda-snapstart-container-image.md>), [news](<https://devfeed.tech/tags/news.md>), [performance](<https://devfeed.tech/tags/performance.md>), [python](<https://devfeed.tech/tags/python.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [startup](<https://devfeed.tech/tags/startup.md>)

### AI overview

AWS has extended Lambda SnapStart to container-image functions, allowing teams to combine larger dependency packages with sub-second startup times. The change removes a packaging tradeoff previously faced by workloads such as pandas- and NumPy-based Lambda functions.

### Source excerpt

AWS has extended Lambda SnapStart to container image functions, which hold up to 10 GB against 250 MB for zip archives. Teams previously chose between dependency headroom and sub-second startup. A Reddit thread from a month earlier shows what that cost: stripping whitespace and docstrings from installed packages to stay under the limit. By Steef-Jan Wiggers

## The Architecture for Serving 100 Fine-Tuned Models on One GPU

DevFeed: [The Architecture for Serving 100 Fine-Tuned Models on One GPU](<https://devfeed.tech/articles/the-architecture-for-serving-100-fine-tuned-models-on-one-gpu-18244.md>)

Original publisher: [Read original article](<https://blog.dailydoseofds.com/p/the-architecture-for-serving-100>)

Author: Avi Chawla

Published: 2026-09-11T21:25:15Z

Content type: tutorial

Language: en

Sources: [Daily Dose of Data Science](<https://devfeed.tech/sources/daily-dose-of-data-science.md>)

Topics: [GPU](<https://devfeed.tech/topics/gpu.md>), [vllm](<https://devfeed.tech/topics/vllm.md>), [Fine-tuning](<https://devfeed.tech/topics/fine-tuning.md>), [lora](<https://devfeed.tech/topics/lora.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [code](<https://devfeed.tech/tags/code.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [lora](<https://devfeed.tech/tags/lora.md>), [memory](<https://devfeed.tech/tags/memory.md>), [models](<https://devfeed.tech/tags/models.md>), [production](<https://devfeed.tech/tags/production.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [vllm](<https://devfeed.tech/tags/vllm.md>), [workers](<https://devfeed.tech/tags/workers.md>)

### AI overview

This tutorial compares architectures for serving 100 fine-tuned 7B model variants on GPUs. It explains how separate merged models increase storage, GPU memory use, scaling pools, cold starts, and idle capacity, while a shared base model with LoRA adapters enables adapter reuse through vLLM. The article plans to test merged, unmerged startup-loaded, request-time adapter loading, and hosted-per-tenant deployments on Runpod Serverless.

### Source excerpt

...explained with code.

## LTM Builds a Lightwell Remediation Services Practice Around IBM and Red Hat's $5B Open-Source Program

DevFeed: [LTM Builds a Lightwell Remediation Services Practice Around IBM and Red Hat's $5B Open-Source Program](<https://devfeed.tech/articles/ltm-builds-a-lightwell-remediation-services-practice-around-ibm-and-red-hat-s-5b-open-source-program-12366.md>)

Original publisher: [Read original article](<https://www.storagereview.com/news/ltm-builds-a-lightwell-remediation-services-practice-around-ibm-and-red-hats-5b-open-source-program>)

Author: Harold Fritts

Published: 2026-09-11T16:35:51Z

Content type: news

Language: en

Sources: [StorageReview.com](<https://devfeed.tech/sources/storagereview-com.md>)

Topics: [ibm](<https://devfeed.tech/topics/ibm.md>), [open-source-security](<https://devfeed.tech/topics/open-source-security.md>), [supply-chain-security](<https://devfeed.tech/topics/supply-chain-security.md>), [Security](<https://devfeed.tech/topics/security.md>), [vulnerability](<https://devfeed.tech/topics/vulnerability.md>), [DevSecOps](<https://devfeed.tech/topics/devsecops.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [devsecops](<https://devfeed.tech/tags/devsecops.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [ibm](<https://devfeed.tech/tags/ibm.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [open-source-software](<https://devfeed.tech/tags/open-source-software.md>), [red-hat](<https://devfeed.tech/tags/red-hat.md>), [security](<https://devfeed.tech/tags/security.md>), [software-supply-chain](<https://devfeed.tech/tags/software-supply-chain.md>), [testing](<https://devfeed.tech/tags/testing.md>), [vulnerability](<https://devfeed.tech/tags/vulnerability.md>)

### AI overview

LTM is developing a remediation services practice around IBM and Red Hat's Lightwell program, which provides AI-generated, vendor-validated fixes for open-source software vulnerabilities. The offering is intended to help customers plan, prioritize, test, validate, and deploy patches at scale.

### Source excerpt

LTM, the Larsen & Toubro Group services company that was LTIMindtree until its February rebrand, is building a Lightwell remediation services practice around the $5 billion IBM and Red Hat program for securing open-source software with AI-generated, vendor-validated fixes. IBM's clearinghouse produces validated, production-ready patches for open-source dependencies; LTM's job is getting them into customer The post LTM Builds a Lightwell Remediation Services Practice Around IBM and Red Hat's $5B Open-Source Program appeared first on StorageReview.com.

## Why a DevOps Portal Cannot Replace an Operating Model

DevFeed: [Why a DevOps Portal Cannot Replace an Operating Model](<https://devfeed.tech/articles/build-the-platform-not-the-portal-34009.md>)

Original publisher: [Read original article](<https://sridharrajarao.com/blog/devops-portal-wont-fix-operations/>)

Author: Sridhar Rajarao

Published: 2026-09-11T00:00:00Z

Content type: opinion

Language: en

Sources: [Sridhar Rajarao](<https://devfeed.tech/sources/sridhar-rajarao.md>)

Topics: [DevOps](<https://devfeed.tech/topics/devops.md>), [incident](<https://devfeed.tech/topics/incident.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>)

Tags: [deploy](<https://devfeed.tech/tags/deploy.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [devops](<https://devfeed.tech/tags/devops.md>), [incident](<https://devfeed.tech/tags/incident.md>), [operations](<https://devfeed.tech/tags/operations.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [production](<https://devfeed.tech/tags/production.md>), [sre](<https://devfeed.tech/tags/sre.md>), [startups](<https://devfeed.tech/tags/startups.md>)

### AI overview

A DevOps portal can reduce operational friction, but it cannot create service ownership, incident discipline, or an operating model. The article recommends defining ownership, health signals, runbooks, escalation paths, and rollback practices before building a small, practical portal.

### Source excerpt

A portal can remove friction. It cannot create service ownership, incident discipline, or a working operating model that does not yet exist.

## GitLab Critical Patch Release: 19.3.2, 19.2.6, 19.1.8

DevFeed: [GitLab Critical Patch Release: 19.3.2, 19.2.6, 19.1.8](<https://devfeed.tech/articles/gitlab-critical-patch-release-19-3-2-19-2-6-19-1-8-104.md>)

Original publisher: [Read original article](<https://docs.gitlab.com/releases/patches/patch-release-gitlab-19-3-2-released/>)

Author: Katherine Wu

Published: 2026-09-11T00:00:00Z

Content type: release

Language: en

Sources: [GitLab](<https://devfeed.tech/sources/gitlab.md>)

Topics: [GitLab](<https://devfeed.tech/topics/gitlab.md>), [releases](<https://devfeed.tech/topics/releases.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Bug Bounty](<https://devfeed.tech/topics/bugbounty.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [release](<https://devfeed.tech/tags/release.md>), [security](<https://devfeed.tech/tags/security.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>)

### AI overview

GitLab released critical patches 19.3.2, 19.2.6, and 19.1.8 with bug and security fixes. Self-managed installations should upgrade promptly.

### Source excerpt

Learn more about GitLab Critical Patch Release: 19.3.2, 19.2.6, 19.1.8 for GitLab Community Edition (CE) and Enterprise Edition (EE).

## Scality Maestro 1.1 Manages ARTESCA Fleets From One Console With No VPN Into Customer Sites

DevFeed: [Scality Maestro 1.1 Manages ARTESCA Fleets From One Console With No VPN Into Customer Sites](<https://devfeed.tech/articles/scality-maestro-1-1-manages-artesca-fleets-from-one-console-with-no-vpn-into-customer-sites-12377.md>)

Original publisher: [Read original article](<https://www.storagereview.com/news/scality-maestro-1-1-manages-artesca-fleets-from-one-console-with-no-vpn-into-customer-sites>)

Author: Harold Fritts

Published: 2026-09-10T20:17:01Z

Content type: news

Language: en

Sources: [StorageReview.com](<https://devfeed.tech/sources/storagereview-com.md>)

Topics: [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Server](<https://devfeed.tech/topics/server.md>), [Firewall](<https://devfeed.tech/topics/firewall.md>), [Network](<https://devfeed.tech/topics/network.md>), [Disk image](<https://devfeed.tech/topics/disk-image.md>)

Tags: [data-protection](<https://devfeed.tech/tags/data-protection.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [firewall](<https://devfeed.tech/tags/firewall.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [network](<https://devfeed.tech/tags/network.md>), [platform](<https://devfeed.tech/tags/platform.md>), [production](<https://devfeed.tech/tags/production.md>), [scale](<https://devfeed.tech/tags/scale.md>), [server](<https://devfeed.tech/tags/server.md>), [software](<https://devfeed.tech/tags/software.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [updates](<https://devfeed.tech/tags/updates.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>)

### AI overview

Scality has generally released Maestro 1.1, a fleet management platform for service providers operating many Scality ARTESCA object storage deployments. It provides centralized monitoring, software and server firmware updates, capacity tracking, and automated pay-as-you-go billing without requiring VPN tunnels or customer-side network reconfiguration. Each deployment connects outbound to Maestro, which does not connect back into customer networks.

### Source excerpt

Scality has made Maestro 1.1 generally available, a fleet management platform for service providers running large numbers of Scality ARTESCA object storage deployments on behalf of their customers. The target is the backup-as-a-service business that starts as a handful of ARTESCA clusters and grows to tens or hundreds, each sitting inside a different customer's network The post Scality Maestro 1.1 Manages ARTESCA Fleets From One Console With No VPN Into Customer Sites appeared first on StorageReview.com.

[Next page](<https://devfeed.tech/topics/deployment.md?cursor=WyIyMDI2LTA5LTEwVDIwOjE3OjAxKzAwOjAwIiwgIjg0OTYzMDA0LTlkZDktNDUwMC05NGRmLWYzM2ZmNWY1ZjRjZCJd>)