{"slug": "anti-slop-vision-vision-quality-gates-prompt-hygiene-plus-a-vlm-judge", "title": "anti-slop-vision: Vision quality gates: prompt hygiene plus a VLM judge…", "summary": "A developer published anti-slop-vision, an MIT-licensed Python tool that runs vision quality gates on generated images by combining prompt hygiene checks with a VLM judge rubric that returns SHIP, FIX or REGEN verdicts, aiming to catch visual slop and hallucinations before delivery. The tool uses only the standard library, reads local data without sending anything externally, and is invoked via a script that points a vision model at an image directory and prompt. The author cautions that every rule can produce false positives, so it should surface rewrite candidates rather than grade writers or judge voice-driven work.", "body_md": "Most anti-slop-vision write-ups stop at the README: here is what the tool does, here is how you run it. This one covers what it refuses to do, and where it breaks.\n\nVision quality gates: prompt hygiene plus a VLM judge rubric with a SHIP / FIX / REGEN verdict — visual slop and hallucinations get cut before delivery.\n\nIn Russian: Vision-гейты качества: гигиена промпта плюс рубрика VLM-судьи с вердиктом SHIP / FIX / REGEN — визуальный слоп и галлюцинации отсекаются до отправки.\n\n```\nзапуск: python3 scripts/eval.py img/ --prompt \"a red guitar\" -m <vision-model>\n```\n\nPython. MIT licensed. Standard library first: the tool reads the data you point it at and sends nothing anywhere.\n\nEvery rule in a checker like this can produce a false positive. Use it to find candidates for a rewrite, not to grade a writer, and not where the voice is the point.\n\nSource, issue tracker and documentation: [https://gitlab.com/ameobius-ai/anti-slop-vision](https://gitlab.com/ameobius-ai/anti-slop-vision)\n\nOther tools from the same author: [https://ameobius-ai.gitlab.io](https://ameobius-ai.gitlab.io)", "url": "https://wpnews.pro/news/anti-slop-vision-vision-quality-gates-prompt-hygiene-plus-a-vlm-judge", "canonical_source": "https://dev.to/ameobius/anti-slop-vision-vision-quality-gates-prompt-hygiene-plus-a-vlm-judge-4a34", "published_at": "2026-10-23 22:24:25+00:00", "updated_at": "2026-10-23 22:39:56.146472+00:00", "lang": "en", "topics": ["computer-vision", "ai-tools", "generative-ai", "ai-safety", "developer-tools"], "entities": ["anti-slop-vision", "ameobius-ai", "GitLab"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/anti-slop-vision-vision-quality-gates-prompt-hygiene-plus-a-vlm-judge", "markdown": "https://wpnews.pro/news/anti-slop-vision-vision-quality-gates-prompt-hygiene-plus-a-vlm-judge.md", "text": "https://wpnews.pro/news/anti-slop-vision-vision-quality-gates-prompt-hygiene-plus-a-vlm-judge.txt", "jsonld": "https://wpnews.pro/news/anti-slop-vision-vision-quality-gates-prompt-hygiene-plus-a-vlm-judge.jsonld"}}