| name | bosskuai-data-architecture |
| description | Use this for data modeling, schema boundaries, migrations, warehouses, analytics pipelines, ownership of entities, retention, and correctness tradeoffs in data-intensive systems. |
BosskuAI Data / Schema Architecture
Use this for data modeling, schema boundaries, migrations, warehouses, analytics pipelines, ownership of entities, retention, and correctness tradeoffs in data-intensive systems.
Fast Path
- Confirm the requested outcome and constraints.
- Use the smallest checklist needed; do not load the full playbook by default.
- Produce the artifact, review, or decision in the user-requested format.
- State verification performed and any remaining risk.
When To Open The Playbook
Open ../../references/playbooks/bosskuai-data-architecture-playbook.md only when the task needs detailed framework choices, longer checklists, examples, or implementation depth.
Default Output
- Start with the answer or changed recommendation.
- Use concise bullets for tradeoffs.
- Avoid generic AI/SaaS phrasing.
- For implementation work, include exact files, commands, tests, or review notes.
Verification
Before finalizing, check:
- Did the output solve the actual request?
- Are assumptions and risks visible?
- Is there a concrete next action?
- Did we avoid loading unnecessary specialist context?
