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在 backend 加一条 Safety Guardian 规则 或 一个 Orchestrator Specialist。当要新增安全规则/专科 agent 时使用。含 @register、engine 注册、防循环导入、doc-drift 登记、测试接线等易漏步骤。
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Based on SOC occupation classification
管理首页行动卡片 — 创建、查询、完成、归档。当用户想把某条建议固化到首页、查看当前行动计划、标记完成，使用这个 skill。
Assess chronic disease risk — cardiovascular (modified Framingham), metabolic syndrome (IDF criteria), and 90-day trend analysis. Integrates wearable data (Garmin), labs, vitals, and genetic markers for personalized risk scoring with confidence intervals.
Family health management - medical reports, medications, review calendar, family daily health check. Use when user asks about family members' health, medical exams, medications, checkup schedules, or wants to manage health for parents/spouse/children.
Query and analyze user genetic test data (基因检测). Cross-reference genetics with medical reports, Garmin wearable data, and current health status for personalized nutrition, exercise, drug sensitivity, disease risk, and sleep advice.
Get AI health analysis, daily recommendations, health trend predictions, and health scores. Use when the user asks for health advice, trend analysis, risk assessment, or wellness recommendations.
综合查询健康数据 — Digital Health Twin 快照、Safety 告警、长期趋势、Orchestrator 多专家分析。当用户想了解自己的整体健康状况、趋势变化、安全风险时使用。
| name | extend-safety-or-specialist |
| description | 在 backend 加一条 Safety Guardian 规则 或 一个 Orchestrator Specialist。当要新增安全规则/专科 agent 时使用。含 @register、engine 注册、防循环导入、doc-drift 登记、测试接线等易漏步骤。 |
两个扩展点共享同一个坑:doc-drift 登记 + 测试接线容易漏。改完都要跑 doc-drift-fix + 测试。
安全规则属敏感面 → 上线前走 safety-gate。
backend/app/agents/safety_guardian/rules/<file>.py 写函数,加 @register 装饰器(自动注册,不用改 engine)。
(twin: HealthTwin) -> Optional[Alert] | List[Alert]。engine.py 的 _load_rule_modules() 里 import 该模块(已有文件加函数不用)。scripts/check_doc_drift.py 的 EXPECTED["safety_rules"] 加该文件 @register 数(纯数据文件无 @register 也要登记为 0,防 unknown rule file)。tests/test_safety_guardian.py:正例(命中→Alert,severity/requires_medical_attention 对)+ 反例(不命中→静默)。doc-drift-fix + pytest tests/test_safety_guardian.py。上线走 safety-gate。backend/app/agents/<name>/ 目录,实现 Specialist Protocol:applies_to(intent, twin) -> bool + run(twin, context) -> SpecialistFinding。backend/app/orchestrator/specialists.py 的 _build_registry() 注册(按依赖顺序)。<name>/__init__.py 不要 import specialist 类(由 specialists.py 直接 import)。EXPECTED["specialists_count"] +1 + ARCHITECTURE.md「13 个 Specialist」。tests/test_specialists.py(applies_to 正反 + run 产出 shape)。doc-drift-fix + pytest tests/test_specialists.py tests/test_orchestrator.py。cd backend && source venv/bin/activate
export SECRET_KEY=test-secret-key-32-chars-minimum!! GARMIN_ENCRYPTION_KEY=mI4nYXirjGlbHD7sFogYlqPQJzirU04mUsS5LyDS0SU=
pytest tests/test_safety_guardian.py tests/test_specialists.py tests/test_orchestrator.py -q --no-cov
python ../scripts/check_doc_drift.py # exit 0
规则需要的新数据要先进 Twin:加 Twin 分区字段 → 在
builder.py填(注意 Phase A 同步用传入 db / Phase B 并行自开 SessionLocal,见 [[project_build_twin_sessionlocal_ignores_db]])→ 该改动可能动 twin_partitions 计数(走doc-drift-fix)。