mylab-parameter-tuning

name	mylab-parameter-tuning
description	Use when the main loop is parameter generation -> batch experiments -> result collection -> comparison for a parameter experiment round.
trial_kind	parameter-tuning

Mylab Parameter Tuning

Use this skill when the main goal is to search parameter combinations, compare results across a batch, and refine the next search space.

Flow

1. Generate parameter combinations
2. Run the batch
3. Collect results
4. Compare and rank

Frontmatter Essence

• target parameter family or search space under study
• batch shape and comparison logic for this round
• ranking signal or decision metric that decides what wins
• reason this batch matters for narrowing the next search region
• exact code checkpoint this round should start from

Trial Body Rules

• The execution trial should read like a sweep pipeline, not like an implementation story.
• The trial must state how combinations are generated.
• The trial must state how results are collected into a comparable form.
• The comparison step must say how the current batch will be ranked.
• Deliverables should emphasize batch configs, aggregated tables, and ranking conclusions for this round only.

Reference Files

• references/trial-skill.md: the workflow contract that explains how this parameter-tuning trial should be interpreted
• references/design.md: detailed search-space rationale and batch-generation logic
• references/experiment.md: detailed execution environment and artifact inventory
• references/analysis.md: detailed comparison logic, anomaly notes, and ranking interpretation
• references/conclusion.md: expanded verdict, limitations, and follow-up memory
• references/shared-asset.md: durable repository knowledge already learned in this run
• references/persistent-feedback.md: long-lived user guidance that should constrain future search choices
• references/recent-feedback.md: short-lived user feedback for this round
• references/parent-trial.md: previous trial body when iterating from an earlier trial

Templates

• Use templates/trial.template.md as the primary trial skeleton.
• Use templates/references/search-space.template.md inside references/design.md for the batch search-space definition.
• Use templates/references/comparison-schema.template.md inside references/analysis.md for the ranking logic and comparison schema.