القائمة
Scope slicing, acceptance criteria, onboarding and adoption-oriented product decisions.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
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.