astroai/canfar-lab

ask-dont-tell

Reframe an asserted conclusion as a neutral question before evaluating it. Use when a user presents a plan, interpretation, diagnosis, or preference and may be seeking confirmation; do not use for ordinary direct execution.

لغة النص الأصلي: الإنجليزية

scientific-integrity

Apply a compact evidence-first integrity check to scientific claims, research ideas, analyses, and technical decisions. Use when correctness, causal interpretation, reproducibility, or an important project decision is at stake; agreement is never the…

لغة النص الأصلي: الإنجليزية

astroai-lab-workflow

AstroAI session workflow: pixi/uv under $WORK, astroai save/resume, Ray cluster start/run, agents. Use for new users or "how do I work here".

لغة النص الأصلي: الإنجليزية

astroai-ray

AstroAI only: drive a CANFAR Ray cluster with astroai — cluster start/status/stop, dashboard, run/jobs submit/list/logs. Use when the user wants Ray batch compute on AstroAI images, not generic CANFAR batch (see canfar-batch).

لغة النص الأصلي: الإنجليزية

ml-experimentation

Machine learning and data-science experiments — tabular, time series, or multi-table data. Use when the user explores a dataset, checks data quality, builds or trains a classifier/regressor, sets up sklearn or skrub pipelines, evaluates metrics,…

لغة النص الأصلي: الإنجليزية