# Nova

Nova is Dropbox's internal platform for running coding agents in controlled engineering workflows, with web, command-line, and API interfaces.

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

## Intel Compute Stack Enables LEO For Nova Lake, Introduces Intel Portable ISA "PISA"

DevFeed: [Intel Compute Stack Enables LEO For Nova Lake, Introduces Intel Portable ISA "PISA"](<https://devfeed.tech/articles/intel-compute-stack-enables-leo-for-nova-lake-introduces-intel-portable-isa-pisa-41401.md>)

Original publisher: [Read original article](<https://www.phoronix.com/news/Intel-Compute-Runtime-26.35.397>)

Author: Michael Larabel

Published: 2026-09-17T13:05:07Z

Content type: release

Language: en

Sources: [Phoronix](<https://devfeed.tech/sources/phoronix.md>)

Topics: [intel](<https://devfeed.tech/topics/intel.md>), [Nova](<https://devfeed.tech/topics/nova.md>), [OpenCL](<https://devfeed.tech/topics/opencl.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [LLVM](<https://devfeed.tech/topics/llvm.md>), [Compiler](<https://devfeed.tech/topics/compiler.md>), [parallel](<https://devfeed.tech/topics/parallel.md>)

Tags: [desktop-linux](<https://devfeed.tech/tags/desktop-linux.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [intel](<https://devfeed.tech/tags/intel.md>), [linux](<https://devfeed.tech/tags/linux.md>), [linux-benchmarking](<https://devfeed.tech/tags/linux-benchmarking.md>), [linux-hardware-benchmarks](<https://devfeed.tech/tags/linux-hardware-benchmarks.md>), [linux-hardware-reviews](<https://devfeed.tech/tags/linux-hardware-reviews.md>), [linux-how-to](<https://devfeed.tech/tags/linux-how-to.md>), [linux-performance](<https://devfeed.tech/tags/linux-performance.md>), [linux-server-benchmarks](<https://devfeed.tech/tags/linux-server-benchmarks.md>), [llvm](<https://devfeed.tech/tags/llvm.md>), [nova](<https://devfeed.tech/tags/nova.md>), [open-source-graphics](<https://devfeed.tech/tags/open-source-graphics.md>), [opencl](<https://devfeed.tech/tags/opencl.md>), [phoronix](<https://devfeed.tech/tags/phoronix.md>), [phoronix-test-suite](<https://devfeed.tech/tags/phoronix-test-suite.md>), [release](<https://devfeed.tech/tags/release.md>), [runtime](<https://devfeed.tech/tags/runtime.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>), [update](<https://devfeed.tech/tags/update.md>)

### AI overview

Intel Compute Runtime 26.35.39758.10 adds several GPU compute features and enables the OpenCL LEO driver by default for upcoming Nova Lake S processors on Linux. The release also introduces initial support for Intel's Portable ISA (PISA) format.

### Source excerpt

Released today was the Intel Compute Runtime 26.35.39758.10 update for Windows and Linux systems. With this updated OpenCL and Level Zero GPU compute driver stack comes some exciting updates for this monthly feature update...

## Firefox 157 Beta Released With Latest Enhancements

DevFeed: [Firefox 157 Beta Released With Latest Enhancements](<https://devfeed.tech/articles/firefox-157-beta-released-with-latest-enhancements-26760.md>)

Original publisher: [Read original article](<https://www.phoronix.com/news/Firefox-157-Beta>)

Author: Michael Larabel

Published: 2026-09-15T12:31:03Z

Content type: release

Language: en

Sources: [Phoronix](<https://devfeed.tech/sources/phoronix.md>)

Topics: [Firefox](<https://devfeed.tech/topics/firefox.md>), [Mozilla](<https://devfeed.tech/topics/mozilla.md>), [CSS](<https://devfeed.tech/topics/css.md>), [Nova](<https://devfeed.tech/topics/nova.md>), [Playback](<https://devfeed.tech/topics/playback.md>), [HTML](<https://devfeed.tech/topics/html.md>), [ui](<https://devfeed.tech/topics/ui.md>)

Tags: [audio](<https://devfeed.tech/tags/audio.md>), [css](<https://devfeed.tech/tags/css.md>), [desktop-linux](<https://devfeed.tech/tags/desktop-linux.md>), [firefox](<https://devfeed.tech/tags/firefox.md>), [html](<https://devfeed.tech/tags/html.md>), [linux-benchmarking](<https://devfeed.tech/tags/linux-benchmarking.md>), [linux-hardware-benchmarks](<https://devfeed.tech/tags/linux-hardware-benchmarks.md>), [linux-hardware-reviews](<https://devfeed.tech/tags/linux-hardware-reviews.md>), [linux-how-to](<https://devfeed.tech/tags/linux-how-to.md>), [linux-performance](<https://devfeed.tech/tags/linux-performance.md>), [linux-server-benchmarks](<https://devfeed.tech/tags/linux-server-benchmarks.md>), [mozilla](<https://devfeed.tech/tags/mozilla.md>), [nova](<https://devfeed.tech/tags/nova.md>), [open-source-graphics](<https://devfeed.tech/tags/open-source-graphics.md>), [phoronix](<https://devfeed.tech/tags/phoronix.md>), [phoronix-test-suite](<https://devfeed.tech/tags/phoronix-test-suite.md>), [playback](<https://devfeed.tech/tags/playback.md>), [release](<https://devfeed.tech/tags/release.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>), [ui](<https://devfeed.tech/tags/ui.md>)

### AI overview

Firefox 157 Beta adds improved HDR video handling for 8-bit formats, better audio/video synchronization when playback speed changes, and fixes for the vertical tabs sidebar. It also adds CSS support for the @supports at-rule function and the "chain" value for the CSS overscroll-behavior property, alongside Nova UI design work and the return of compact mode.

### Source excerpt

The Firefox release train keeps on rolling. With Firefox 156 released, Firefox 157 is now in beta ahead of the planned release coming up at the end of September...

## Mark Cerny and Geoff Keighley launch university-affiliated fellowship program

DevFeed: [Mark Cerny and Geoff Keighley launch university-affiliated fellowship program](<https://devfeed.tech/articles/mark-cerny-and-geoff-keighley-launch-university-affiliated-fellowship-program-15062.md>)

Original publisher: [Read original article](<https://www.gamedeveloper.com/business/mark-cerny-and-geoff-keighley-launch-university-affiliated-fellowship-program>)

Author: Diego Argüello

Published: 2026-09-09T20:00:00Z

Content type: news

Language: en

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

Topics: [Nova](<https://devfeed.tech/topics/nova.md>), [Development](<https://devfeed.tech/topics/development.md>)

Tags: [developers](<https://devfeed.tech/tags/developers.md>), [development](<https://devfeed.tech/tags/development.md>), [funding](<https://devfeed.tech/tags/funding.md>), [launch](<https://devfeed.tech/tags/launch.md>), [mentorship](<https://devfeed.tech/tags/mentorship.md>), [university](<https://devfeed.tech/tags/university.md>)

### AI overview

Mark Cerny and Geoff Keighley have launched the Nova Games Foundation, a university-affiliated fellowship program for emerging game developers. It plans to provide six-figure grants to 20 young game designers each year, with additional funding available for some projects, while allowing recipients to retain ownership.

### Source excerpt

The program, called Nova Games Foundation, aims to offer six-figure grants to 20 young game designers each year.

## Introducing Nova, our internal platform for coding agents

DevFeed: [Introducing Nova, our internal platform for coding agents](<https://devfeed.tech/articles/introducing-nova-our-internal-platform-for-coding-agents-178.md>)

Original publisher: [Read original article](<https://dropbox.tech/machine-learning/introducing-nova-our-internal-platform-for-coding-agents>)

Author: Yasmin McDowell,Lawrence Good,Ilya Yakovlev,Andrew Cheung,Binoy Dash,Simran Jumani,Dmitriy Meyerzon,Mark Breitenbach,Ishan Mishra,Kazuaki Okumura,Mike White,Kevin Altschuler

Published: 2026-05-21T16:00:00Z

Content type: article

Language: en

Sources: [Dropbox Tech Blog](<https://devfeed.tech/sources/dropbox-tech-blog.md>)

Topics: [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Nova](<https://devfeed.tech/topics/nova.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [software-development](<https://devfeed.tech/topics/software-development.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>), [debugging](<https://devfeed.tech/topics/debugging.md>), [test-coverage](<https://devfeed.tech/topics/test-coverage.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [coding](<https://devfeed.tech/tags/coding.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [developer](<https://devfeed.tech/tags/developer.md>), [developer-productivity](<https://devfeed.tech/tags/developer-productivity.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [developer-velocity](<https://devfeed.tech/tags/developer-velocity.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [nova](<https://devfeed.tech/tags/nova.md>), [platform](<https://devfeed.tech/tags/platform.md>), [software-development](<https://devfeed.tech/tags/software-development.md>), [test-coverage](<https://devfeed.tech/tags/test-coverage.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

Dropbox introduces Nova, an internal cloud platform for running coding agents. The platform supports parallel coding sessions and automated workflows across the software development lifecycle, including debugging, dependency updates, test-coverage improvements, and flaky-test fixes.

### Source excerpt

Nova lets engineers run multiple coding sessions in parallel and lets internal systems use AI agents as part of automated workflows.

## How Romega Cut 250 Hours of DevOps Work with Laravel Forge

DevFeed: [How Romega Cut 250 Hours of DevOps Work with Laravel Forge](<https://devfeed.tech/articles/how-romega-cut-250-hours-of-devops-work-with-laravel-forge-3715.md>)

Original publisher: [Read original article](<https://laravel.com/blog/how-romega-cut-250-hours-of-devops-work-with-laravel-forge>)

Author: Ana Tavares

Published: 2025-10-13T14:42:59Z

Content type: article

Language: en

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

Topics: [DevOps](<https://devfeed.tech/topics/devops.md>), [Laravel](<https://devfeed.tech/topics/laravel.md>), [Provisioning](<https://devfeed.tech/topics/provisioning.md>), [Software](<https://devfeed.tech/topics/software.md>), [Server](<https://devfeed.tech/topics/server.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [data](<https://devfeed.tech/topics/data.md>), [Nova](<https://devfeed.tech/topics/nova.md>), [React](<https://devfeed.tech/topics/react.md>)

Tags: [dashboards](<https://devfeed.tech/tags/dashboards.md>), [data](<https://devfeed.tech/tags/data.md>), [developers](<https://devfeed.tech/tags/developers.md>), [devops](<https://devfeed.tech/tags/devops.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [laravel](<https://devfeed.tech/tags/laravel.md>), [nova](<https://devfeed.tech/tags/nova.md>), [projects](<https://devfeed.tech/tags/projects.md>), [provisioning](<https://devfeed.tech/tags/provisioning.md>), [react](<https://devfeed.tech/tags/react.md>), [server](<https://devfeed.tech/tags/server.md>), [software](<https://devfeed.tech/tags/software.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

### AI overview

Romega Software uses Laravel Forge to centralize deployments and infrastructure management across nearly 30 servers. The agency reports saving 150-250 hours annually through faster provisioning, patching, renewals, and deployments, while reducing infrastructure costs and operating without a dedicated DevOps engineer.

### Source excerpt

Romega Software saves up to 250 hours a year, cuts infrastructure costs, and scales software projects without adding headcount by using Laravel Forge.

## 13 Years of Laravel, SaaS, and Knowledge Sharing: The Artisan of the Day Is Peter Suhm.

DevFeed: [13 Years of Laravel, SaaS, and Knowledge Sharing: The Artisan of the Day Is Peter Suhm.](<https://devfeed.tech/articles/13-years-of-laravel-saas-and-knowledge-sharing-the-artisan-of-the-day-is-peter-suhm-3568.md>)

Original publisher: [Read original article](<https://laravel.com/blog/13-years-of-laravel-saas-and-knowledge-sharing-the-artisan-of-the-day-is-peter-suhm>)

Author: Ana Tavares

Published: 2025-09-04T16:06:31Z

Content type: article

Language: en

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

Topics: [Laravel](<https://devfeed.tech/topics/laravel.md>), [Software as a service](<https://devfeed.tech/topics/saas.md>), [PHP](<https://devfeed.tech/topics/php.md>), [Tailwind CSS](<https://devfeed.tech/topics/tailwind.md>), [React](<https://devfeed.tech/topics/react.md>), [Nova](<https://devfeed.tech/topics/nova.md>), [Open Graph protocol](<https://devfeed.tech/topics/open-graph.md>), [cursor](<https://devfeed.tech/topics/cursor.md>)

Tags: [css](<https://devfeed.tech/tags/css.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [developer](<https://devfeed.tech/tags/developer.md>), [development](<https://devfeed.tech/tags/development.md>), [framework](<https://devfeed.tech/tags/framework.md>), [knowledge-sharing](<https://devfeed.tech/tags/knowledge-sharing.md>), [laravel](<https://devfeed.tech/tags/laravel.md>), [nova](<https://devfeed.tech/tags/nova.md>), [saas](<https://devfeed.tech/tags/saas.md>), [sdk](<https://devfeed.tech/tags/sdk.md>), [tailwind](<https://devfeed.tech/tags/tailwind.md>), [tech](<https://devfeed.tech/tags/tech.md>)

### AI overview

Peter Suhm describes his 13-year Laravel journey, his SaaS projects, his work at Tailwind Labs, and his preferred Laravel, Inertia, and React stack. He also discusses building OGKit, contributing to the MCP SDK used in Boost, and sharing developer knowledge through talks and meetups.

### Source excerpt

Peter Suhm shares his 13-year Laravel journey from early adoption to building SaaS products and working at Tailwind Labs with his go-to tech stack.

## Amazon Nova Models: Now Available on Heroku

DevFeed: [Amazon Nova Models: Now Available on Heroku](<https://devfeed.tech/articles/amazon-nova-models-now-available-on-heroku-26366.md>)

Original publisher: [Read original article](<https://www.heroku.com/blog/amazon-nova-models-now-available/>)

Author: Anush DSouza

Published: 2025-08-26T15:00:16Z

Content type: release

Language: en

Sources: [Heroku](<https://devfeed.tech/sources/heroku.md>)

Topics: [Heroku](<https://devfeed.tech/topics/heroku.md>), [Nova](<https://devfeed.tech/topics/nova.md>), [AI Models](<https://devfeed.tech/topics/ai-models.md>), [model-deployment](<https://devfeed.tech/topics/model-deployment.md>)

Tags: [ai-machine-learning](<https://devfeed.tech/tags/ai-machine-learning.md>), [amazon](<https://devfeed.tech/tags/amazon.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [function-calling](<https://devfeed.tech/tags/function-calling.md>), [heroku](<https://devfeed.tech/tags/heroku.md>), [heroku-ai](<https://devfeed.tech/tags/heroku-ai.md>), [inference](<https://devfeed.tech/tags/inference.md>), [managed-inference-and-agents](<https://devfeed.tech/tags/managed-inference-and-agents.md>), [models](<https://devfeed.tech/tags/models.md>), [nova](<https://devfeed.tech/tags/nova.md>), [product-features](<https://devfeed.tech/tags/product-features.md>), [release](<https://devfeed.tech/tags/release.md>)

### AI overview

Heroku announces that Amazon Nova models, including nova-pro and nova-lite, are available through Heroku Managed Inference and Agents. The integration initially supports text-to-text use, with multimodal support planned for a future release.

### Source excerpt

Building intelligent applications requires powerful, cost-effective AI. Today, we're simplifying that process by making Amazon's cutting-edge Nova models directly available via Heroku Managed Inference and Agents. Provisioning these models is as simple as attaching the add-on to your Heroku application, providing a direct, managed path for developers and businesses to leverage a new class of [...] The post Amazon Nova Models: Now Available on Heroku appeared first on Heroku.

## Building Intelligent Agentic Applications with Amazon Bedrock and Nova

DevFeed: [Building Intelligent Agentic Applications with Amazon Bedrock and Nova](<https://devfeed.tech/articles/building-intelligent-agentic-applications-with-amazon-bedrock-and-nova-18003.md>)

Original publisher: [Read original article](<https://blog.guilleojeda.com/building-intelligent-agentic-applications-with-amazon-bedrock-and-nova>)

Author: Guillermo Ojeda

Published: 2025-03-07T20:44:58Z

Content type: tutorial

Language: en

Sources: [Guille Ojeda](<https://devfeed.tech/sources/guille-ojeda.md>)

Topics: [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [Nova](<https://devfeed.tech/topics/nova.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [foundation-models](<https://devfeed.tech/topics/foundation-models.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>)

Tags: [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [aws](<https://devfeed.tech/tags/aws.md>), [function-calling](<https://devfeed.tech/tags/function-calling.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [multimodal](<https://devfeed.tech/tags/multimodal.md>), [nova](<https://devfeed.tech/tags/nova.md>)

### AI overview

This article explains agentic AI architectures and how Amazon Bedrock and the Amazon Nova model family support them. It describes agents as systems that break complex tasks into steps, call external tools, and use results to guide subsequent actions. It also introduces Bedrock's managed infrastructure and orchestration, Nova's function-calling, context-window, and multimodal capabilities, and considerations for building agentic systems at scale.

### Source excerpt

What Are Agentic AI Architectures? I won't waste your time with a long, fluffy introduction about how AI is changing the world. Let's get straight to the point: agentic AI architectures are fundamentally different from the prompt-response pattern you...

## Laravel Nova 5.0 Now Available

DevFeed: [Laravel Nova 5.0 Now Available](<https://devfeed.tech/articles/laravel-nova-5-0-now-available-3790.md>)

Original publisher: [Read original article](<https://laravel.com/blog/laravel-nova-5-now-available>)

Author: Cynthia Bell McGills

Published: 2024-12-17T16:40:00Z

Content type: release

Language: en

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

Topics: [Nova](<https://devfeed.tech/topics/nova.md>), [Laravel](<https://devfeed.tech/topics/laravel.md>), [PHP](<https://devfeed.tech/topics/php.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>), [Vue.js](<https://devfeed.tech/topics/vue.md>), [Front end](<https://devfeed.tech/topics/frontend.md>)

Tags: [authorization](<https://devfeed.tech/tags/authorization.md>), [dependencies](<https://devfeed.tech/tags/dependencies.md>), [features](<https://devfeed.tech/tags/features.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [guide](<https://devfeed.tech/tags/guide.md>), [laravel](<https://devfeed.tech/tags/laravel.md>), [management](<https://devfeed.tech/tags/management.md>), [nova](<https://devfeed.tech/tags/nova.md>), [php](<https://devfeed.tech/tags/php.md>), [policy](<https://devfeed.tech/tags/policy.md>), [release](<https://devfeed.tech/tags/release.md>), [resource](<https://devfeed.tech/tags/resource.md>), [update](<https://devfeed.tech/tags/update.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>), [vue](<https://devfeed.tech/tags/vue.md>)

### AI overview

Laravel Nova 5.0 is available as an upgrade. The release modernizes core dependencies, requiring PHP 8.1+ and Laravel 10+, and adds Vue 3.5, Inertia 2.x, tab panels, improved field handling, and resource-specific policy classes.

### Source excerpt

Laravel Nova 5.0 is now ready for upgrade. This release focuses on modernizing Nova's core dependencies while introducing several useful features to improve resource management and field handling.

## Laravel Nova 4.0 Now Available!

DevFeed: [Laravel Nova 4.0 Now Available!](<https://devfeed.tech/articles/laravel-nova-4-0-now-available-3789.md>)

Original publisher: [Read original article](<https://laravel.com/blog/laravel-nova-40-now-available>)

Author: Taylor Otwell

Published: 2022-04-07T15:34:00Z

Content type: release

Language: en

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

Topics: [Nova](<https://devfeed.tech/topics/nova.md>), [Laravel](<https://devfeed.tech/topics/laravel.md>), [Release notes](<https://devfeed.tech/topics/release-notes.md>), [Dark Mode](<https://devfeed.tech/topics/dark-mode.md>), [Responsive Design](<https://devfeed.tech/topics/responsive-design.md>), [CSV](<https://devfeed.tech/topics/csv.md>)

Tags: [dark-mode](<https://devfeed.tech/tags/dark-mode.md>), [laravel](<https://devfeed.tech/tags/laravel.md>), [nova](<https://devfeed.tech/tags/nova.md>), [release](<https://devfeed.tech/tags/release.md>), [release-notes](<https://devfeed.tech/tags/release-notes.md>), [responsive-design](<https://devfeed.tech/tags/responsive-design.md>)

### AI overview

Laravel Nova 4.0 is presented as the largest Nova update since its initial release in 2018. The release adds a fresh responsive design, dark mode, filterable and dependent fields, batchable actions, CSV export, and other features.

### Source excerpt

This week we are thrilled to launch Nova 4.0 - the largest update to Laravel Nova since its initial release in 2018. David, Mior, and the rest of the Nova team have been hard at work to make this the...

## Laravel ecosystem -- including Laravel, Forge, and Vapor -- is PHP 8.1 ready

DevFeed: [Laravel ecosystem -- including Laravel, Forge, and Vapor -- is PHP 8.1 ready](<https://devfeed.tech/articles/laravel-ecosystem-including-laravel-forge-and-vapor-is-php-8-1-ready-3890.md>)

Original publisher: [Read original article](<https://laravel.com/blog/our-ecosystem-is-php81-ready>)

Author: Nuno Maduro

Published: 2021-11-24T13:15:00Z

Content type: article

Language: en

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

Topics: [Laravel](<https://devfeed.tech/topics/laravel.md>), [PHP](<https://devfeed.tech/topics/php.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [Docker Image](<https://devfeed.tech/topics/docker-image.md>), [Nova](<https://devfeed.tech/topics/nova.md>)

Tags: [docker](<https://devfeed.tech/tags/docker.md>), [docker-image](<https://devfeed.tech/tags/docker-image.md>), [ecosystem](<https://devfeed.tech/tags/ecosystem.md>), [laravel](<https://devfeed.tech/tags/laravel.md>), [libraries](<https://devfeed.tech/tags/libraries.md>), [nova](<https://devfeed.tech/tags/nova.md>), [php](<https://devfeed.tech/tags/php.md>), [serverless](<https://devfeed.tech/tags/serverless.md>)

### AI overview

The article announces that the Laravel ecosystem is ready for PHP 8.1, including Laravel, first-party libraries, Forge, Envoyer, Nova, and Vapor. It explains the version requirements and deployment settings needed to begin using PHP 8.1 across these products, including serverless and Docker-based deployments.

### Source excerpt

As you may have noticed in the past few weeks, we ensured that Laravel, first-party libraries, Forge, Envoyer, Nova, and Vapor, do support PHP 8.1 since day one. So, let's take a look at what you need to start using PHP 8.1.

## Bare Metal Big Data Builds

DevFeed: [Bare Metal Big Data Builds](<https://devfeed.tech/articles/bare-metal-big-data-builds-20406.md>)

Original publisher: [Read original article](<https://target.github.io/infrastructure/bare-metal-big-data-builds>)

Author: Target Brands, Inc

Published: 2016-01-13T06:00:00Z

Content type: article

Language: en

Sources: [Target](<https://devfeed.tech/sources/target.md>)

Topics: [Hadoop](<https://devfeed.tech/topics/hadoop.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [openstack](<https://devfeed.tech/topics/openstack.md>), [Nova](<https://devfeed.tech/topics/nova.md>), [Jenkins](<https://devfeed.tech/topics/jenkins.md>), [Bash](<https://devfeed.tech/topics/bash.md>), [Python](<https://devfeed.tech/topics/python.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [ambari](<https://devfeed.tech/tags/ambari.md>), [api](<https://devfeed.tech/tags/api.md>), [automation](<https://devfeed.tech/tags/automation.md>), [bare-metal](<https://devfeed.tech/tags/bare-metal.md>), [bash](<https://devfeed.tech/tags/bash.md>), [big-data](<https://devfeed.tech/tags/big-data.md>), [chef](<https://devfeed.tech/tags/chef.md>), [hadoop](<https://devfeed.tech/tags/hadoop.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [ironic](<https://devfeed.tech/tags/ironic.md>), [jenkins](<https://devfeed.tech/tags/jenkins.md>), [nova](<https://devfeed.tech/tags/nova.md>), [openstack](<https://devfeed.tech/tags/openstack.md>), [python](<https://devfeed.tech/tags/python.md>)

### AI overview

This engineering article describes Target's transition from manually building on-premise Hadoop clusters to an automated bare-metal provisioning workflow. It combines OpenStack Ironic and the Nova client with user-data bash scripts and Chef cookbooks to bootstrap servers, configure node roles, and add them to clusters.

### Source excerpt

When you first think about scaling an on-premise Hadoop cluster your mind jumps to the process and the teams involved in building the servers, the time needed for configuring them and then the stability required while getting them into the cluster. Here at Target that process used to be measured in months. The story below outlines our journey around scaling our Hadoop cluster, taking the months to hours and adding hundreds of servers in a couple weeks. The Need Early 2013 taught us the lesson that manually managing Hadoop clusters, no matter how small is a time consuming and very repetitive task. Our next cluster build in 2014 drove the adoption of Chef, Artifactory and Jenkins to help with cluster operations. We stood up those components and created new role cookbooks to manage everything on the OS (configurations, storage, Kerberos, MySQL, etc.). While this was a step in the right direction, it left us with a manual process to still create the initial base server build and then add it to the cluster after configuring it with Chef. Build Foundation Closing the gap in our automation meant finding a way to deliver on true end to end builds, from an initial bootstrap to running jobs in your cluster. OpenStack's Ironic project was the first piece of the puzzle. Ironic gives us the ability to provision bare metal servers, similar to how OpenStack automated the VM build process. With Ironic as the foundation, we leveraged the Nova client to manage our instance builds. The nova python client interacts with the Compute service's API, giving us an easy way to specify our build parameters and spinning up an instance on one of our physical servers. The other key piece with the nova client is the ability to send boot information to the server using user data. The bash script sent executes several commands to install the Chef client, setup public keys and run the initial knife bootstrap to set the run list for the build. Example nova boot command: nova boot --image $image_name

## Nova Hackathon

DevFeed: [Nova Hackathon](<https://devfeed.tech/articles/nova-hackathon-31985.md>)

Original publisher: [Read original article](<https://tech.finn.no2014/12/11/Nova-Hackathon/>)

Author: firiaati

Published: 2014-12-11T17:00:00Z

Content type: article

Language: en

Sources: [Finn.no](<https://devfeed.tech/sources/finn-no.md>)

Topics: [Hackathon](<https://devfeed.tech/topics/hackathon.md>), [Nova](<https://devfeed.tech/topics/nova.md>), [servers](<https://devfeed.tech/topics/servers.md>), [HTTP](<https://devfeed.tech/topics/http.md>), [Agile](<https://devfeed.tech/topics/agile.md>), [Code](<https://devfeed.tech/topics/code.md>), [JavaScript](<https://devfeed.tech/topics/javascript.md>), [Front end](<https://devfeed.tech/topics/frontend.md>), [Programming](<https://devfeed.tech/topics/programming.md>)

Tags: [agile](<https://devfeed.tech/tags/agile.md>), [build](<https://devfeed.tech/tags/build.md>), [front-end](<https://devfeed.tech/tags/front-end.md>), [hackathon](<https://devfeed.tech/tags/hackathon.md>), [http](<https://devfeed.tech/tags/http.md>), [javascript](<https://devfeed.tech/tags/javascript.md>), [nova](<https://devfeed.tech/tags/nova.md>), [programming](<https://devfeed.tech/tags/programming.md>), [server](<https://devfeed.tech/tags/server.md>), [software](<https://devfeed.tech/tags/software.md>)

### AI overview

Finn describes participating in Nova's first hackathon, where students built web servers that answered evolving HTTP requests from Finn's server. The event also included projects involving transport data retrieval and a mortgage calculator, illustrating team-based agile programming.

### Source excerpt

We were invited by Nova for their first Nova Hackathon. A Hackathon is period of time where computer programmers collaborate intensively on a given task or multiple tasks. For the Nova Hackathon Challenge Finn was invited to make a task for the students along with 2 other companies. The challenge that Finn gave the students was to setup a simple web-server. It was based on Extreme startup by Robert Chatley. This software supports a workshop where teams can compete to build a software product that satisfies market demand. We helped the students to setup their web-servers, each in their own respective language of choice. Their web-server's url had to be registered on the Finn server. Once this was setup correctly, the Finn server would start to send http requests to their web-server. These http requests were various questions, the students had to get their web-server to respond to these requests not knowing the questions in advance, nor how they would be scored. The only thing they knew was that they would get a http request from the FINN server and had to respond to it. The questions were sent at a quick pace and were constantly evolving. This meant that their web-server's code also was quickly evolving, a condensed real-life example of team-based agile programming. Avanade's task was to build an application for retrieving relevant data for a transport company. The students would then setup an prototype and a suggestion for further improvements. Itera gave the students a task centered around a calculator for mortgages, with focus on front-end javascript. It has to be mentioned that HP was so kind to borrow their offices for the Hackathon event. Read what HP has written about the Hackaton event. The students was divided into 4 groups with different backgrounds. The business representatives helped the students underway and as you can see by this picture the students was highely focused and competitive against the other groups. Feedback from Nova was that no company in