A Hitchhiker's Guide to the Slopocalypse

First thing’s first – don’t panic. The dreaded "slopocalypse" isn’t about robots stealing your job, nor is it some sci‑fi AI uprising. It’s simply the moment when AI‑generated code flows into your repository faster than any human can actually read it.

We’ve all been there: fourteen tabs open, a deadline breathing down our neck, and a PR that looks innocent enough. You tell yourself, "I’ll review it carefully this sprint," but before you know it the next day, ten more AI‑assisted PRs are waiting in the queue. That, my friend, is the slopocalypse knocking at your door.

Good news? There is a way out, and it doesn’t involve banning AI altogether. The trick is to blend good old‑fashioned discipline with a few low‑effort, automated safeguards – think of them as cheap PR insurance.

Why "just review carefully" doesn’t cut it

Every listicle you’ll find (including the ones I’ve written) preaches keeping PRs small and reading every diff. Sure, that’s solid advice and worth committing to muscle memory. But when you’re flooded with a dozen or more AI‑driven pull requests before your morning stand‑up, discipline alone won’t save you.

The solution is to keep the discipline, then layer on rules that fire even when you’re distracted. In other words, set up tripwires that act as an automatic alarm system.

Four simple tripwires

Imagine a tiny watchdog that barks whenever something smells off. Here are the four signals that catch the bulk of slop before it seeps into production:

• Sensible Starting Rule: flags any PR that exceeds roughly 400 changed lines or touches more than ten files – essentially an “oversized PR” warning.
• Zero‑review merge: alerts when a PR gets merged without an approving review – the classic rubber‑stamp scenario.
• Critical‑file change: triggers on edits to auth, billing, migrations, or CI configuration files – anything that could break the core of your system.
• Stale PR: notifies you when a PR sits idle for a configurable number of days, a typical sign of AI‑generated junk left to rot.

You can build these tripwires yourself using the GitHub API and a few webhooks, or you can lean on a ready‑made tool like GitDailies, which lets you create the alerts in seconds and route them straight to Slack, Teams, or email.

Prioritise the critical paths

Not every piece of slop is equally painful. A messy README is a nuisance; a broken auth check is a migraine. Start by protecting the files that matter most – the ones that guard payments, user identities, or deployment pipelines.

Morning rituals (the realistic kind)

Reading every diff by hand each morning sounds heroic, but reality quickly crushes that dream during a crunch week. Instead, settle for a concise daily digest: a list of open PRs, pending reviews, and any alerts that fired overnight. That quick glance is enough to keep you oriented without drowning you in noise.

Tools like GitDailies can push that digest to your inbox, Slack channel, or Telegram bot – a modern, lightweight homage to the old habit of “reading the team’s code every day.”

Watch two numbers, not twenty

When the slopocalypse is in full swing, two metrics do the heavy lifting:

1. Time to merge: when this metric shrinks toward zero, reviews are becoming rubber‑stamps. Keep an eye on it to know when you’re slipping.
2. Change‑failure rate: one of the DORA metrics, it tells you whether the rapid code churn is actually breaking things. If you’re unfamiliar, the DORA guide is a plain‑English read that’s worth a look.

You don’t need a wall of dashboards – just these two signals and a visual of where PRs are piling up across repos.

Set it up in under two minutes

Sure, you could hand‑craft every webhook, but why waste time on glue code that you’ll have to maintain? Install the read‑only GitHub App from GitDailies, select the repositories you care about, and you’ll start receiving daily reports and the key PR metrics in under ninety seconds.

Remember, the goal isn’t to ban AI; it’s to give yourself a safety net so the flood of auto‑generated code doesn’t drown the ship.

FAQ

What actually catches AI slop before it merges? Automated alerts for oversized PRs, zero‑review merges, critical‑file changes, and stale PRs. They fire based on metadata alone – no code inspection required.

Do I need a paid plan? GitDailies offers a free Community tier (up to 50 PRs per month, unlimited users) that covers the core alerts and daily digest. The Pro tier ($49 / month) unlocks unlimited private alerts and full DORA metrics.

Is this different from “just review carefully”? Absolutely. Careful review relies on you remembering to look; tripwires and daily digests work even when your attention is elsewhere.