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developer experience

A Checklist for Making AI-Generated Code Audit-Ready

September 30, 2026September 30, 2026 by Dejan Lukić

AI writes it. You ship it. Six months later, can you prove it? Here’s how to make AI-generated code audit-ready.

Categories AI, Code Review & Best Practices, Developer Productivity Tags ai, AI coding, code reviews, developer experience

How to Review AI-Generated Pull Requests at Scale (Best Practices for 2026)

August 24, 2026 by Dejan Lukić

A thousand-line PR in minutes, and it looks perfect. But is it? Explore 6 essential practices for catching subtle AI bugs before they hit production, plus where automation can help.

Categories Engineering Culture, Platform Engineering, Uncategorized Tags code review, developer experience, developer productivity, Software Quality

AI Code Review Best Practices

August 21, 2026August 17, 2026 by Dejan Lukić

AI can write the code. It can’t be accountable for shipping it. Here’s how to review AI code without losing your mind.

Categories AI, AI Development, Code Review & Best Practices, Developer Productivity Tags AI coding, code reviews, developer experience Leave a comment

AI Code Verification vs AI Code Review: What’s the Difference

August 21, 2026July 23, 2026 by Dejan Lukić

AI review gives you comments. AI verification gives you proof. If you’re shipping AI-generated code, here’s why that difference matters.

Categories AI Development Tags ai, AI coding, code reviews, developer experience Leave a comment

How an Anti-Slop Registry Stops AI-Generated Code from Violating Your Engineering Standards

August 21, 2026July 13, 2026 by Dejan Lukić

AI writes code fast. But who’s checking the shortcuts? Learn how to catch AI slop before it hits production.

Categories AI, Developer Productivity, Engineering Culture, Platform Engineering Tags AI coding, code reviews, developer experience 1 Comment

Building Reusable AI Workflows: Templates for Common Engineering Tasks

June 7, 2026April 22, 2026 by Dejan Lukić

AI coding is crazy fast, but without structure, things fall apart quickly. Templates turn one-off wins into something your whole team can actually rely on.

Categories AI Tags AI coding, AI developer productivity, developer experience, developer productivity, platform engineering

A Season of Insights: What We Learned from 21 Hangar DX Episodes

June 7, 2026December 23, 2025 by Ankit Jain

We explored how developer experience is evolving and how AI is reshaping what it means to be an engineer.

Categories Developer Experience Tags Angie Jones, Annie Vella, developer experience, developer experience podcast, Hangar DX, Luca Galante, Meri Williams, Moritz Beller, Titus Winters

How Top Tech Teams Use AI To Boost Dev Productivity

June 7, 2026August 27, 2025 by Ankit Jain
How Top Tech Teams Use AI To Boost Dev Productivity

AI is a developer productivity force multiplier, but poor documentation, unclear ownership and fragmented tooling don’t magically disappear with AI.

Categories AI Tags AI developer productivity, AI developer tools, AI-assisted code migration, developer experience, Shopify AI engineering, Slack engineering

Throwing AI at Developers Won’t Fix Their Problems

June 7, 2026July 28, 2025 by Ankit Jain
ai-software-developers

Systemic engineering bottlenecks won’t disappear by just throwing AI at them. You’ve got to fix the roadblocks to realize the full value of AI tools.

Categories AI Tags AI developer productivity, AI developer tools, Chris Westerhold, developer experience, developer productivity, Thoughtworks

The Anti-Metrics Era of Developer Productivity

June 7, 2026June 30, 2025 by Ankit Jain
developer-productivity-metrics

Instead of building shiny dashboards, let’s focus on automated workflows across the entire SDLC – development, code reviews, builds, tests, and deployments.

Categories Developer Productivity Tags developer experience, developer producitivy metrics, developer productivity, DORA metrics, measuring developer productivity
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  • A Checklist for Making AI-Generated Code Audit-Ready
  • AI broke code review. What about knowledge sharing?
  • Code review is a taste problem
  • How to Review AI-Generated Pull Requests at Scale (Best Practices for 2026)
  • Code Reviews at Scale: Best Practices for Teams Using AI Coding

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  1. AI broke code review. What about knowledge sharing? - Aviator Blog on Move code review before the code
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