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healthcare-genai-engineer

RAG primitives · 17-metric eval · regression-gated in CI

live ⚙️ /docs </> source ⭐ CI

🎯 Pattern 1 · Retrieval (Rachel) · hybrid (RRF fused) · 20 golden queries · live CI gate

scanned 2026-05-18 · k=20
1.000Hit@5

✅ PRODUCTION-GRADE TIER (≥ 0.90)

0.833MRR

✅ PRODUCTION-GRADE TIER (≥ 0.80)

0.881NDCG@10

✅ PRODUCTION-GRADE TIER (≥ 0.85)

50 msp95 latency

✅ < 100 ms · scale-to-zero · $0/mo

🚦 Pattern 2 · Classify (Traffic Light) · stratified holdout n=100

0.820ESI accuracy

RAG-as-classifier · ++23pp over majority baseline (0.590)

0.663macro F1

⚠️ ESI 1 + ESI 5 have <10 samples · macro-F1 capped honestly

0.708ESI 1+2 recall

Safety floor: rule-based override on suicidal · pediatric · cardiac arrest

100%citation accuracy

📝 Pattern 3 · Generate (Mad Lib) · every claim cites a real source_id

🔍

QUERY

Or try one:

🔀

RETRIEVAL

👉 click a chip or type a chief complaint to find similar past patients

🗺️ 7 GenAI patterns · where each one lives

🎯 Retrieval (Rachel)

RAG over 497 patients · BM25+Dense+RRF · ✅ here

🚦 Classify (Traffic Light)

ESI 1-5 prediction · RAG-KNN + safety floor · ✅ here

📝 Generate (Mad Lib)

Grounded rationale · 100% citation valid · ✅ here

🚨 Anomaly · vitals outlier

SIRS-shape sepsis · pediatric safety · → in FDE repo

🔮 Crystal Ball (regress LOS)

deferred · 497-row corpus too thin for production-grade R²

🧬 Cluster · patient grouping

deferred · 6 conditions = clusters trivially align

📈 Rank · rerank top-K

deferred · retrieval already at Hit@5 = 1.000

📊 Real Ragas · faithfulness

next sprint · Vertex Gemini judge · honest scope flag

🔗 Same story · other lenses (Anix's healthcare AI trifecta)

📊 LAYER 1 · AI DATA ENGINEER

healthcare-ai-data-engineer

dbt medallion · 7-check L1 quality gate · Vertex enrichment · 55K encounters → 40K patients

🩺 LAYER 2 · GENAI ENGINEER · YOU ARE HERE

healthcare-genai-engineer

RAG (BM25 + Dense + RRF) · KNN-as-classifier · grounded citations · CI regression gate

🚑 LAYER 3 · FORWARD DEPLOYED ENGINEER

healthcare-forward-deployed-engineer

Customer-deploy package · runbook P0/P1/P2 · acceptance gate · split-sink HIPAA logging