Skip to main content
New aislop v0.10.2: safer GitHub Action pins, reproducible init workflows, and cleaner rule docs. Read the changelog →

Guides and deep dives.

How-to guides, pattern breakdowns, and project updates.

Guide · reads

AI Slop: How to Detect and Prevent Low-Quality AI Code

AI slop compiles, passes tests, and still weakens your codebase. Here is what it is, the named patterns that give it away, how to detect them, and the workflow that keeps them out of review.

Read more →
Engineering · reads

What I fixed after that score, and what I kept

A clean library scored 1 out of 100, and the score was my bug, not the code. Here is the week I spent fixing it: rule by rule, measured on real projects, including the scoring change I built, liked for an hour, and then reverted because it was lying.

Read more →
Opinion · reads

The feedback that made my launch

I launched aislop on Hacker News and went from 21 stars to over 200. Then the maintainer of a library with tens of thousands of stars ran it on his own code, scored 1 out of 100, and told me plainly that I had it wrong. That message is the reason I keep building this.

Read more →
Release · reads

aislop v0.9.4. SlopCodeBench called it verbosity. We turned it into rules.

Four new Python rules drawn from the verbosity signal in SlopCodeBench (SCBench, arXiv 2603.24755). Plus a CLI star prompt and GitHub Discussions for the community.

Read more →
Release · reads

aislop v0.9.3. We measured the noise. Then we cut it by 38%.

Patch release focused on rule precision. Tightens detection across the ai-slop, security, lint, and source-file engines so language conventions are no longer flagged as slop. No new rules — existing ones now discriminate better.

Read more →
Opinion · reads

A prompt is a suggestion. A CI gate is a guardrail.

A prompt can guide an agent, but an enforced check is what keeps standards visible in the workflow.

Read more →
Essay · reads

The AI Slop Loop: When AI-Generated Code Creates Self-Reinforcing Quality Problems

AI writes shallow code. Shallow code produces incidents. Incidents produce more AI-generated fixes. The fixes introduce new shallow patterns. The loop accelerates.

Read more →
Reference · reads

AI Slop Statistics 2026: The Data Behind the Backlash

74% of new web pages contain AI content. 86.5% of Google top-ranking pages are AI-generated. $117M flows to AI slop channels on YouTube. The numbers behind the trend.

Read more →
Guide · reads

aislop and CodeRabbit: Deterministic Gates and AI-Powered Review

Two tools, two philosophies. CodeRabbit helps with LLM-powered PR review. aislop enforces defined AI-code hygiene rules. Here is when each fits.

Read more →
Guide · reads

Best AI Code Quality Tools 2026: From Linters to Quality Gates

A practical guide to SonarQube, CodeRabbit, Greptile, Qodo, GitHub Copilot Review, and deterministic quality gates: what each category does well, where it stops, and how to choose.

Read more →