aads-training-lifecycle

name	aads-training-lifecycle
description	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.

AADS Training Lifecycle

Workflow

1. Identify phase scope.

• Determine whether change targets Phase 1, 2, 3, or cross-phase behavior.
• Load references/training-invariants.md.

2. Preserve lifecycle invariants.

• Preserve expected freezing and adaptation semantics.
• Preserve OOD-threshold path compatibility with adapters.
• Preserve phase3 runtime/component contract behavior.

3. 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.

4. Run phase-aligned validation.

• Run targeted training unit tests.
• Run Colab smoke training checks when applicable.
• Add integration checks only when required.

5. Emit training delta summary.

• Report phase-wise behavior changes and invariants status.

Output Contract

Return sections in this order:

1. Phase scope
2. Files changed
3. Invariants preserved/changed
4. Validation commands and results
5. Risks and follow-up checks
6. Local-Colab parity notes

References

• Read references/training-invariants.md before implementing.