Agent skill
aads-training-lifecycle
Maintain AADS-ULoRA phase1, phase2, and phase3 training behavior plus adapter lifecycle invariants across local and Colab flows. Use for training logic, freezing rules, retention/OOD threshold behavior, and phase3 runtime or component updates.
Install this agent skill to your Project
npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/other/other/aads-training-lifecycle
SKILL.md
AADS Training Lifecycle
Workflow
- Identify phase scope.
- Determine whether change targets Phase 1, 2, 3, or cross-phase behavior.
- Load
references/training-invariants.md.
- Preserve lifecycle invariants.
- Preserve expected freezing and adaptation semantics.
- Preserve OOD-threshold path compatibility with adapters.
- Preserve phase3 runtime/component contract behavior.
- Enforce local/Colab parity.
- Review paired local and
colab_*trainer variants when behavior changes. - Include notebook/script entrypoint checks when user-facing training flow changes.
- Run phase-aligned validation.
- Run targeted training unit tests.
- Run Colab smoke training checks when applicable.
- Add integration checks only when required.
- Emit training delta summary.
- Report phase-wise behavior changes and invariants status.
Output Contract
Return sections in this order:
- Phase scope
- Files changed
- Invariants preserved/changed
- Validation commands and results
- Risks and follow-up checks
- Local-Colab parity notes
References
- Read
references/training-invariants.mdbefore implementing.
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