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An AI assistant designed for OB/GYN nurses. Query real-time ward status, predict patient length-of-stay, coordinate room assignments, receive high-risk alerts, and place orders — all through natural conversation.
ARCH:AI Agent has read-only database access. All write operations go through independent Lambda functions with business validation — the AI can see and speak, but actions are verified before execution.
Ward Status
Patient Tracking
High-Risk Alerts
Order Management
Discharge Planning
Here's how the agent actually works under the hood. Each link points to the production source on GitHub.
How the agent learns the database structure
labor_ward_ai/db_schema/extractor.py
The instruction set that drives reasoning & tool use
labor_ward_ai/prompts/bi-agent-system-prompt.md
@tool methods — run SQL, fetch schema, write debug reports
labor_ward_ai/one/one_04_agent.py
FastAPI route streaming Bedrock responses to the chat UI
api/index.py
DATA:Built with Strands Agents SDK + AWS Lambda + PostgreSQL + Next.js. This demo is a personal recreation of a POC originally developed during an internship for a healthcare client exploring AI integration. Further client engagement was led by the senior tech lead and account manager.
All data in this demo is derived from legacy records that have been fully de-identified and modified — no sensitive information, no PII, and no production patient data is included.