From the archives...

What I Look For When I Do Code Reviews
https://barretblake.dev/posts/development/2025/02/code-reviews/ #codereviews

#Development #Approaches
Advanced slop prevention techniques · Independent review layers for shipping reliable code https://ilo.im/16db7g

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#Programming #Coding #AI #Agents #Slop #CodeReviews #Workflows #WebDev #Frontend #Backend

Meet Pullfrog - an #opensource AI-powered GitHub bot designed for automation in GitHub Actions.

Key features include orchestration for pull request reviews, issue triage, and CI remediation, all managed within GitHub’s environment.

The tool operates with a bring-your-own-key model for access.

Details here 👉 https://bit.ly/4x1vLN2

#InfoQ #WebDevelopment #CodeReviews #AIAssistedCoding #AIDevelopment

#Development #Techniques
Using AI to write better code more slowly · “Try this other, slower style of ‘vibe coding.’” https://ilo.im/16d7sk

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#Programming #Coding #Debugging #CodeReviews #Workflows #WebDev #Frontend #Backend

This is going to gain me some unfollows, or at the very least some side-eye/eye-roll looks.

The more I use #LLM tools in my day to day, the more I like them. Not to #VibeCode, but to use them as an actual #assistant.

I already wrote a couple of #automations for my team to improve our workflows and improve #consistency and #quality. One we are all actively using to interact with Jira, by following our team standards when writing epics, stories, spikes etc., as I said, it helps keep the content consistent and aligned.

I am also working on an automation for me that could eventually become another team-wide one that gives me a high-level status of all my pull requests, pending #CodeReviews, issue status, etc. and gives me a brief paragraph with how my day is going and recommends what should be my focus (based on the given priorities).

Do I need LLMs for this? No, but as a good engineer, the less I have to worry about some things, the more bandwidth I have to worry about other important things.

Could I do something like this with standard scripting? Most of it yes, but there is a very nice result of using LLMs that would be extremely hard or time consuming with standard tools; they are especially good at adapting to small edge cases and unforeseen or unimplemented features.

I also have to say I am not a stranger to vibe coding. I've done it, and I really like it for those little personal scripts and one-offs that used to take so long with so little gains.

Anyway, if you want to unfollow, block or just eye-roll me, I won't hold it against you.

AI Code Reviews

Discover how adamsreview simplifies multi-agent PR reviews for Claude Code

https://airanked.dev/posts/ai-code-reviews-made-easy

#AI #CodeReviews #Collaboration

Fast by Default, by @denodell:

https://denodell.com/blog/fast-by-default

#performance #architecture #tooling #codereviews #processes

AI Amplifies Everything: A Team Lead’s Guide to AI-Assisted Development, by @frontendmasters.com:

https://frontendmasters.com/blog/ai-amplifies-everything-a-team-leads-guide-to-ai-assisted-development/

#guides #ai #processes #codereviews #engineeringmanagement

AI-Assisted Coding: A Practical Guide for Software Engineers, by @frontendmasters.com:

https://frontendmasters.com/blog/ai-assisted-coding-a-practical-guide-for-software-engineers/

#guides #ai #codereviews

Discover how #Meta improved #SoftwareQuality with a Just-in-Time (JiT) testing approach that dynamically generates tests during code review.

The system increases bug detection by approx 4x in AI-assisted development using LLMs, mutation testing, and intent-aware workflows like Dodgy Diff.

More on #InfoQ ⇨ https://bit.ly/4tqylKc

#SoftwareArchitecture #SoftwareTesting #AI #LLMs #CodeReviews