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Scope slicing, acceptance criteria, onboarding and adoption-oriented product decisions.
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Based on SOC occupation classification
AI feature engineering — llama, embeddings, RAG quality, inference reliability, cost/token discipline.
System architecture, structured code review bar, and technical documentation.
Backend HTTP API, SQLite, Qdrant, integration contracts, schema and migration safety.
Maturity / inspection pass over [ORG_NAME] code sections (BCS). Load your org’s code-sections ledger, run verify ladder, update shared_context summary on main when columns change.
Data pipelines, ingest, remediation, entity quality — PDF/docs through to vector store.
Decision continuity, handoffs, supersession — Engineering Orchestrator (Mike) accountable; pair with session-notes.
| name | product-and-adoption |
| description | Scope slicing, acceptance criteria, onboarding and adoption-oriented product decisions. |
| when_to_use | Backlog grooming, MVP cuts, onboarding flows, CS/training surfaces, prioritization from signals. |
Engineering Orchestrator (Mike) or Product-oriented specialists use this skill when what we build and how users adopt it need explicit structure.
[PRODUCT_CODE_ROOT]/docs/plans/org_engineering/agents/ specs + this skill.shared_context handoffSubagents may draft AC bullets; Mike aligns with roadmap truth in ../../../shared_context/project_status_sync.STUB.md and agents/core/engineering-orchestrator.md.