{"slug": "poolprobe-a-doctor-for-openai-compatible-model-pools-probes", "title": "poolprobe: A doctor for OpenAI-compatible model pools: probes…", "summary": "A developer released poolprobe, an MIT-licensed, standard-library-only Python tool that probes every model in an OpenAI-compatible pool and classifies each failure as ALIVE, TRANSIENT, CREDENTIAL or PERMANENT. The tool refuses to prune any model deemed alive, requiring five independent guards to agree before issuing a death verdict. The author cautions that any such checker can produce false positives and should be used to surface candidates for review rather than to grade output.", "body_md": "Most poolprobe 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\nA doctor for OpenAI-compatible model pools: probes every model, classifies each failure (ALIVE, TRANSIENT, CREDENTIAL, PERMANENT) and refuses to prune anything alive — five independent guards must agree before a death verdict. Stdlib only.\n\nIn Russian: Доктор для OpenAI-совместимых пулов моделей: прогоняет каждую модель, классифицирует отказ (ALIVE, TRANSIENT, CREDENTIAL, PERMANENT) и не даёт снести живое — смерть подтверждают пять независимых проверок. Только stdlib.\n\n```\npip install poolprobe                 # stdlib engine, generic gateway lane\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/poolprobe](https://gitlab.com/ameobius-ai/poolprobe)\n\nOther tools from the same author: [https://ameobius-ai.gitlab.io](https://ameobius-ai.gitlab.io)", "url": "https://wpnews.pro/news/poolprobe-a-doctor-for-openai-compatible-model-pools-probes", "canonical_source": "https://dev.to/ameobius/poolprobe-a-doctor-for-openai-compatible-model-pools-probes-4bga", "published_at": "2026-10-23 22:00:33+00:00", "updated_at": "2026-10-23 22:09:47.918525+00:00", "lang": "en", "topics": ["ai-tools", "developer-tools", "mlops", "ai-infrastructure"], "entities": ["poolprobe", "OpenAI", "ameobius-ai", "GitLab"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/poolprobe-a-doctor-for-openai-compatible-model-pools-probes", "markdown": "https://wpnews.pro/news/poolprobe-a-doctor-for-openai-compatible-model-pools-probes.md", "text": "https://wpnews.pro/news/poolprobe-a-doctor-for-openai-compatible-model-pools-probes.txt", "jsonld": "https://wpnews.pro/news/poolprobe-a-doctor-for-openai-compatible-model-pools-probes.jsonld"}}