Our Mission

Raise the standard for AI-generated work.

FixSlop is an open-source platform where builders collaborate to improve AI-generated work through shared workflows, practical knowledge, and evidence-based best practices.

No launch spam. One email when the first benchmark publishes.

Selected work.

01—04 / Open archive

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Benchmark

GPT-5 vs Claude: Landing Page Quality

July 2026

Open

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Research

Why AI Websites All Look the Same

Research paper

Open

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Experiment

Prompt Iteration No. 42

Field note 042

Open

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Workflow

The Human Review Framework

Open method 1.0

Open

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