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.
npx skills add majiayu000/claude-skill-registry --skill aads-training-lifecycle --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# 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.
- Workflow
- Output Contract
- References
What does the aads-training-lifecycle skill do?
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.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill aads-training-lifecycle --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.