Server paper reproduction
Use this skill for the experimental workflow itself: server selection, environment checks, paper/code alignment, smoke tests, pilots, ablations, baselines, final validation, metrics, results, and reports.
Read references/reproduction-workflow.md for the staged procedure and schemas. Read references/review-notes.md when reviewing the security and consistency changes made to the original workflow.
Keep the official repository read-only by default, record the repository commit/checkpoint/dataset/environment/network mode, preserve failed and negative results, and never put credentials in skill files, prompts, logs, or reports. Conclusions must be bounded by the data, labels, preprocessing, checkpoint, threshold, and validation protocol actually used.