#automation
10 articles exploring automation. Expert insights and analysis from our editorial team.
Articles
Claude Code in GitHub Actions: A Complete Guide to Automated PR Fixes
How to wire Claude Code into GitHub Actions for automated PR fixes, CI failure remediation, and code review — with cost controls and security guardrails.
ATMs Didn't Kill Bank Tellers—But the iPhone Did. What AI Will Actually Automate.
The ATM paradox is history's most important lesson for the AI era: automation rarely destroys jobs directly—it reshapes them until a second technology combines with the first and finishes the job. Understanding this pattern determines who's safe and who isn't.
I Was Interviewed by an AI Bot—Here's What Nobody Warns You About
AI-conducted job interviews have moved from fringe experiment to standard practice, handling 1 in 10 U.S. job interviews through platforms like Paradox and HireVue. The experience is unsettling, the bias risks are real, and the legal protections are actively weakening.
AI-Powered Code Refactoring: Automating the Maintenance Burden
AI-powered code refactoring tools can automatically modernize legacy systems, upgrade dependencies, and reduce technical debt—delivering measurable productivity gains for development teams.
AI Testing Automation: Agents That Write and Run Tests
AI agents can now generate, execute, and maintain test suites with minimal human intervention. While unit tests and regression suites achieve 60-80% automation rates, exploratory testing and complex business logic validation still require human oversight.
GitHub Agentic Workflows: AI That Commits Code For You
GitHub's agentic workflows bring autonomous AI agents directly into the developer workflow, enabling AI to write code, create pull requests, and respond to feedback—transforming the PR process from manual coding to AI-assisted systems thinking.
AI-Orchestrated Systems: The Rise of Multi-Agent Development Frameworks
AI-orchestrated development systems like AutoGen, CrewAI, and ChatDev are emerging as comprehensive platforms for managing end-to-end software development through coordinated multi-agent workflows, revealing both significant capabilities and critical limitations in AI-managed software engineering.
AI Code Review Agents: Catching Bugs Before Humans Do
AI code review agents can reduce review time by 50% and catch security vulnerabilities human reviewers miss, but they augment rather than replace human expertise in 2026.
Lovable's $7.5M Bet: Can AI Really Replace Software Engineers?
Lovable raised $7.5M in seed funding to build AI that engineers software end-to-end. While 'vibe engineering' tools can accelerate prototyping, they face fundamental limitations in handling complex production systems, security, and maintenance at scale.
How to Build Your First Autonomous Coding Agent with OpenHands SDK
A comprehensive guide to building production-ready autonomous coding agents using the OpenHands Software Agent SDK, covering architecture, deployment options, and practical implementation.