Devcontainer.json customization guide blog header — gitignore template, git skip-worktree, and custom devcontainer feature methods, by Jake Everhart, Keyhole Software

Customizing Devcontainers Without Affecting Your Team

Jake Everhart Agentic AI & AI-Accelerated Development, Articles, Development Technologies & Tools, DevOps, Infrastructure As Code (IaC) Leave a Comment

There’s no single “correct” way to customize a devcontainer, just like there’s no one right way to use most tools in software development. Devcontainers can be great for solo projects, to yield an isolated development workspace with no risks of polluting (or being polluted by) the external environment. They can also give teams a consistent, baseline environment for bootstrapping engineers, with integrations like GitHub Codespaces exposing that environment in a variety of ways. But the gap between those workflows is large, and managing it sometimes requires weighing a team’s needs vs. individual preferences.

It’s a balancing act, and getting it wrong can make your containers brittle, difficult to maintain, and cause enough overall frustration to outshine the benefits.

Yet there are options available for a more-granular approach. We don’t have to decide just between bare-minimum or include-everything – we can curate containers that are focused on the core tools used across the entire team, while still providing room for per-user expansions.

Today, we’ll explore a few approaches for customizing a shared devcontainer setup across different team scenarios, without having to abandon shared devcontainers altogether.

Legacy Modernization Trends: 2026 Market Size, Growth Drivers, and Enterprise Adoption Data

Keyhole Software Agentic AI & AI-Accelerated Development, All Industries, Architecture, Articles, Artificial Intelligence, Automation, Cloud, Modernization 1 Comment

2026 legacy modernization trends: market size data, growth rates, regional breakdowns, and industry adoption stats from 8+ analyst sources.

Agentic AI Delivery in Practice: Autonomous Enterprise Execution with the Ralph Loop

David Pitt Agentic AI & AI-Accelerated Development, Architecture, Articles, Artificial Intelligence, Automation, DevOps Leave a Comment

Agentic AI delivery is a software delivery model where autonomous agents execute development tasks inside a governed software development lifecycle (SDLC), operating within architectural guardrails, dependency-ordered backlogs, and test-gated workflows. In Part 1 and Part 2 of this series, we introduced agentic AI delivery as an enterprise software delivery model and explored how governed, autonomous execution can operate within a …

How to Prevent Retry Storms with Responsible Client-Side Retry Policies

Rachel Walker All Industries, Architecture, Articles, DevOps Leave a Comment

A retry storm occurs when large numbers of client applications retry failed requests simultaneously, spawning additional traffic that overwhelms already unstable systems.

While much of outage prevention rightly focuses on backend systems—load balancers, API gateways, circuit breakers, and queues—client-side retry policies play a critical but often overlooked role in system resiliency. Preventing retry storms requires treating client-side retry behavior as a core part of system resiliency.

In this article, we’ll explore how retry storms form, how client applications unintentionally amplify traffic, and what development teams can do to implement safer, smarter retry behavior.

uv for Python blog post with photo of author Brian Buchta and listed key blog topics

uv for Python: A Fast, Modern Package Manager (Features, Setup & Limitations)

Brian Buchta Articles, DevOps, Python Leave a Comment

uv is a modern, Rust-powered package manager that brings speed, simplicity, and consistency to Python development. In this article, we break down what uv is, why it’s gaining traction, and how it improves dependency management, virtual environments, project setup, and overall workflow. We’ll also explore its limitations and walk through a quick example to help you understand where uv shines in real-world development.