mylab-structure-tuning

name	mylab-structure-tuning
description	Use when the main loop is idea -> implementation -> training -> eval -> analysis for a structural experiment round.
trial_kind	structure-tuning

Mylab Structure Tuning

Use this skill when the user is trying new model structures, new training logic, new loss wiring, or new module combinations.

Flow

1. Idea
2. Implement
3. Train
4. Eval
5. Analyze

Frontmatter Essence

• current hypothesis or structural idea being tested
• exact implementation delta relative to the previous stable baseline
• expected learning signal from train plus eval plus analysis
• reason this round matters for the next design decision
• exact code checkpoint this round should start from

Trial Body Rules

• The execution trial should read like a causal chain from idea to analysis.
• The trial must make the implementation delta explicit.
• The trial must separate training from evaluation and analysis.
• The analysis step must say what kind of structural conclusion will be drawn.
• Deliverables should emphasize code diff, train/eval evidence, and design conclusions for this round only.

Reference Files

• references/trial-skill.md: the workflow contract that explains how this structure-tuning trial should be interpreted
• references/design.md: detailed hypothesis rationale and code-change logic
• references/experiment.md: detailed execution environment and artifact inventory
• references/analysis.md: detailed explanation of successes, failures, and anomalies
• 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 design 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/implementation-delta.template.md inside references/design.md when the code delta is complex.
• Use templates/references/analysis-focus.template.md inside references/analysis.md when the analysis needs a dedicated structure.