Generative Framework

Automate healthcare data generation workflows through a conversational framework.

1|Updated Jan 9, 2026

Search Tags:#execution #generate #conversational #profiles #cohorts #journeys #HealthSim

Ready to run

npx skills add https://github.com/mark64oswald/healthsim-agent --skill generative-framework

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: Generative Framework
Source: https://github.com/mark64oswald/healthsim-agent/tree/main/skills/generation
Command: npx skills add https://github.com/mark64oswald/healthsim-agent --skill generative-framework

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill enables organizations to design and orchestrate scalable, conversation-driven healthcare data generation workflows, reducing manual scripting and accelerating cohort and journey creation.

Core Features & Use Cases

Conversational specification: build profiles, journeys, and execution plans through chat.
Cross-domain orchestration: coordinate PatientSim, MemberSim, RxMemberSim, and other HealthSim products.
Reproducible generation: produce auditable, template-driven cohorts and timelines.
Use Case: Define a 100-member diabetic cohort with a first-year journey and generate a complete data bundle.

Quick Start

Generate a 100 Medicare diabetics with a first-year journey or attach a pre-built template to a profile

Frequently Asked Questions about Generative Framework

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I generate healthcare cohorts through a conversational interface?▼

Healthcare cohorts can be generated conversationally by specifying patient profiles, journey orchestration, and execution plans through a chat-based framework, which automates the creation of scalable, template-driven data bundles without manual scripting.

What is conversational data generation for healthcare journeys?▼

Conversational data generation is a process where healthcare patient timelines and cross-domain journeys are defined via dialogue, producing reproducible, auditable cohorts that coordinate across multiple HealthSim products like PatientSim and MemberSim.

Can I build a specific diabetic cohort with a first-year journey using dialogue?▼

Yes, you can build a specific diabetic cohort by using conversational specification to define parameters like a 100-member Medicare group, automatically orchestrating the first-year journey timeline and generating the complete data bundle.

Does this framework support cross-domain orchestration across HealthSim products?▼

Yes, the framework supports cross-domain orchestration by coordinating data generation workflows across multiple HealthSim products including PatientSim, MemberSim, and RxMemberSim to ensure synchronized profile building.

How do I attach a pre-built template to a healthcare profile?▼

You can attach a pre-built template to a healthcare profile by utilizing the conversational framework's trigger-based routing, which parses YAML frontmatter requirements to apply reproducible generation parameters to the defined profile.