# safely

Published articles for safely.

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## How to accelerate agentic adoption

DevFeed: [How to accelerate agentic adoption](<https://devfeed.tech/articles/how-to-accelerate-agentic-adoption-33591.md>)

Original publisher: [Read original article](<https://blog.scottlogic.com/2026/08/06/how-to-accelerate-agentic-adoption.html>)

Author: Simon Sear

Published: 2026-08-06T08:37:00Z

Content type: article

Language: en

Sources: [Scott Logic](<https://devfeed.tech/sources/scott-logic.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [Automation](<https://devfeed.tech/topics/automation.md>)

Tags: [adoption](<https://devfeed.tech/tags/adoption.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-adoption-spectrum](<https://devfeed.tech/tags/ai-adoption-spectrum.md>), [apps](<https://devfeed.tech/tags/apps.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [automation](<https://devfeed.tech/tags/automation.md>), [business-process](<https://devfeed.tech/tags/business-process.md>), [claude](<https://devfeed.tech/tags/claude.md>), [delivery](<https://devfeed.tech/tags/delivery.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [safely](<https://devfeed.tech/tags/safely.md>), [software-engineering](<https://devfeed.tech/tags/software-engineering.md>)

### AI overview

This article presents a framework for accelerating agentic AI adoption by grouping initiatives into four categories: employee productivity tools, business transformation and workflow automation, AI features embedded in existing applications, and AI-enabled software engineering. It emphasizes clear direction, safe deployment, secure data access, education, and organizational change.

### Source excerpt

Agentic AI is impacting every part of an organisation, from customer journeys to back office, supply chains and software engineering. Everything is changing at an accelerating speed, all at the same time, everywhere, all at once. In response, organisations don't want drawn-out analysis engagements with consultants or long strategy projects; they want action. They want to quickly and safely deploy agents to production and deliver value fast.

## What is idempotency? And why it matters for durable systems

DevFeed: [What is idempotency? And why it matters for durable systems](<https://devfeed.tech/articles/what-is-idempotency-and-why-it-matters-for-durable-systems-35877.md>)

Original publisher: [Read original article](<https://temporal.io/blog/idempotency-and-durable-execution>)

Author: Joshua Smith

Published: 2024-02-27T08:00:00Z

Content type: tutorial

Language: en

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

Topics: [distributed-systems](<https://devfeed.tech/topics/distributed-systems.md>), [Programming](<https://devfeed.tech/topics/programming.md>), [retry](<https://devfeed.tech/topics/retry.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [distributed-systems](<https://devfeed.tech/tags/distributed-systems.md>), [examples](<https://devfeed.tech/tags/examples.md>), [idempotency](<https://devfeed.tech/tags/idempotency.md>), [retries](<https://devfeed.tech/tags/retries.md>), [safely](<https://devfeed.tech/tags/safely.md>), [temporal-concepts](<https://devfeed.tech/tags/temporal-concepts.md>)

### AI overview

This tutorial explains idempotency in programming and distributed systems: repeated requests produce the same result, making retries safer and reducing unintended duplicate effects. It uses database, media-player, and order-processing examples and discusses how Temporal can help manage complex cases.

### Source excerpt

Learn what idempotency means in programming and distributed systems. Discover how Temporal helps manage retries and durability with real-world examples.

## Atomic Deployments Without Tears

DevFeed: [Atomic Deployments Without Tears](<https://devfeed.tech/articles/atomic-deployments-without-tears-31260.md>)

Original publisher: [Read original article](<https://nystudio107.com/blog/executing-atomic-deployments>)

Author: andrew@nystudio107.com (Andrew Welch)

Published: 2020-06-30T04:00:00Z

Content type: tutorial

Language: en

Sources: [nystudio107 | Articles on modern web development.](<https://devfeed.tech/sources/nystudio107-articles-on-modern-web-development.md>)

Topics: [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Git](<https://devfeed.tech/topics/git.md>), [Content Management System](<https://devfeed.tech/topics/cms.md>), [Development](<https://devfeed.tech/topics/development.md>)

Tags: [amazon-s3](<https://devfeed.tech/tags/amazon-s3.md>), [atomic](<https://devfeed.tech/tags/atomic.md>), [automatically](<https://devfeed.tech/tags/automatically.md>), [changes](<https://devfeed.tech/tags/changes.md>), [continuous](<https://devfeed.tech/tags/continuous.md>), [continuous-integration](<https://devfeed.tech/tags/continuous-integration.md>), [deploy](<https://devfeed.tech/tags/deploy.md>), [deployments](<https://devfeed.tech/tags/deployments.md>), [downtime](<https://devfeed.tech/tags/downtime.md>), [git](<https://devfeed.tech/tags/git.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [insights](<https://devfeed.tech/tags/insights.md>), [integration](<https://devfeed.tech/tags/integration.md>), [learn](<https://devfeed.tech/tags/learn.md>), [safely](<https://devfeed.tech/tags/safely.md>), [tools](<https://devfeed.tech/tags/tools.md>), [using](<https://devfeed.tech/tags/using.md>), [website](<https://devfeed.tech/tags/website.md>), [zero](<https://devfeed.tech/tags/zero.md>)

### AI overview

This tutorial explains how to use Continuous Integration tools to perform atomic, zero-downtime deployments for Craft CMS websites. It covers a workflow based on local development, a cloud Git repository, and automated deployment to production or staging servers.

### Source excerpt

Learn how to use atomic deployments to automatically and safely deploy changes to your website with zero downtime using Continuous Integration (CI) tools

## Local Development with Vagrant / Homestead

DevFeed: [Local Development with Vagrant / Homestead](<https://devfeed.tech/articles/local-development-with-vagrant-homestead-31278.md>)

Original publisher: [Read original article](<https://nystudio107.com/blog/local-development-with-vagrant-homestead>)

Author: andrew@nystudio107.com (Andrew Welch)

Published: 2017-03-31T07:59:00Z

Content type: tutorial

Language: en

Sources: [nystudio107 | Articles on modern web development.](<https://devfeed.tech/sources/nystudio107-articles-on-modern-web-development.md>)

Topics: [Vagrant](<https://devfeed.tech/topics/vagrant.md>), [Provisioning](<https://devfeed.tech/topics/provisioning.md>), [Web Development](<https://devfeed.tech/topics/web-development.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>)

Tags: [allows](<https://devfeed.tech/tags/allows.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [debugging-tools](<https://devfeed.tech/tags/debugging-tools.md>), [development](<https://devfeed.tech/tags/development.md>), [effectively](<https://devfeed.tech/tags/effectively.md>), [environment](<https://devfeed.tech/tags/environment.md>), [homestead](<https://devfeed.tech/tags/homestead.md>), [insights](<https://devfeed.tech/tags/insights.md>), [linux](<https://devfeed.tech/tags/linux.md>), [local](<https://devfeed.tech/tags/local.md>), [modern-web-development](<https://devfeed.tech/tags/modern-web-development.md>), [projects](<https://devfeed.tech/tags/projects.md>), [provisioning](<https://devfeed.tech/tags/provisioning.md>), [safely](<https://devfeed.tech/tags/safely.md>), [vagrant](<https://devfeed.tech/tags/vagrant.md>), [vagrant-homestead](<https://devfeed.tech/tags/vagrant-homestead.md>), [work](<https://devfeed.tech/tags/work.md>)

### AI overview

This tutorial explains how Vagrant/Homestead provides a separate virtual machine for local web development. It discusses safer project workflows, isolated environments, production-like Linux systems, and pre-installed development and debugging tools.

### Source excerpt

A local development environment with Vagrant/Homestead allows you to work on projects more safely and effectively