A Hitchhiker's Guide to the Slopocalypse

A Hitchhiker's Guide to the Slopocalypse

First of all: don’t panic. This has nothing to do with robots coming for your job, or some sort of AI uprising. The slopocalypse represents the point where AI writes code faster than anyone can review it. It’s entirely survivable, though, but you won’t survive it through sheer willpower, and you sure as heck won’t pull through by promising yourself you will "review more carefully next sprint”. I mean… Be honest. You’ll still merge that code, because you have fourteen other tabs open and deadlines breathing down your neck. But multiply all those AI shenanigans by a week and the number of your team members…You, my friend, have got yourself a slopocalypse. Good news is, there is a solution. TL;DR The slopocalypse is AI producing code faster than you can review it. Nothing too crazy and unmanageable and certainly not worth banning AI over. Keep the few simple daily habits in sync with your review rhythm, and you’ll survive slopocalypse just fine. Why “Just Review Carefully” Fails Every anti-slop listicle (including the ones yours truly has written) tells you to keep PRs small and read every diff. That’s solid advice, 100% something you should store in your muscle memory when reviewing PRs. But what happens at scale, when you get 10+ AI-assisted PRs before a stand up? Discipline alone won’t cut it. The fix is to keep the discipline AND add the rules that fire whether or not you’re paying attention. Think of it as cheap PR insurance™. Setting Tripwires Houston, we have a problem. Just kidding, no need to ping Houston every time something looks a bit off. That gets tiring fast. There are four simple alerts that catch the majority of slop before it makes its way into code: Tripwire What It Catches Sensible Starting Rule Oversized PR Unreviewable mega-change Fire when a PR passes ~400 changed lines or ~10 files Zero-review merge Rubber-stamp and self-merge slop Fire when a PR merges with no approving review Critical-file change Scary edits to auth, billing, migrations, or continuous integration (CI) config Fire on any change to a watched path Stale PR AI-generated PRs left to rot Fire when a PR sits open or idle past N days You can build these yourself with the GitHub API and some webhooks. If you enjoy maintaining glue code, go for it. But you can also just set them once in GitDailies with its alert builder, scope each rule per team, repo, or label, and route them to the right person in Slack. Remember, the huge PR announces itself instead of hiding. ⚠️ Guard your critical paths first. Slop in a README is not in the same league as slop in an auth check, a payment path, or a database migration. The former is a nuisance. The latter is a full-fledged migraine. Read One Thing Every Morning Ah, the morning habits. Atomic Habits if you will. Reading every diff by hand. The dream. Too bad it’s impossible to keep up with it during a week from hell. Reading a short summary of what has changed and what needs your attention is a much more feasible option. A daily report listing your open PRs, the reviews that are waiting on you, and anything that triggered an alert is enough to keep a solo dev (or a whole team) oriented. GitDailies can send these by email, Slack, or Telegram. A light version of the good, old habit of reading your team's code every day. Watch Two Numbers, Not Twenty During the slopocalypse, two signals do most of the heavy lifting: Time to merge: When it collapses toward zero, your reviews are as good as rubber stamps. GitDailies explains the metric in the Time to Merge piece. Change failure rate: One of the four DORA metrics, it gets you to ask "Is the fast code actually breaking things?" If you haven’t come across it before, the DORA guide is a plain-English must-read. As you can see, you don’t need a wall of dashboards. GitDailies also shows you where PRs pile up across repos and teams, which is how you find the review bottleneck. Set up in 90 Seconds I know, I know, you can assemble every tripwire and report mentioned above by hand, but why bother? The big LEGOs aren’t meant for production metrics. If you’d rather not babysit glue code, install the read-only GitHub App from GitDailies PR Metrics in 90 seconds. Pick your repos and get the daily reports, daily digest, and PR + DORA metrics. And remember, don't panic. Just set the tripwires in advance. FAQ What actually catches AI slop before it merges? Automated alerts on oversized PRs, zero-review merges, changes to critical files, and stale PRs. They fire without you having to remember to look. Can these alerts work without a tool reading my source code? Yes. PR size, reviews, merge timing, and file paths all live in GitHub metadata. GitDailies, for example, works from metadata alone and never reads your source. How is this different from just reviewing carefully? Careful review is advice that relies on your attention just as much on a bad day as on a good one. Tripwires and a daily digest are systems that work when your attention runs out. Do I need a paid plan to start? No. GitDailies has a free Community tier (50 PRs a month, unlimited users) that covers the core alerts and daily digest. You only need Pro ($49/month) for full DORA metrics and unlimited private alert rules.

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