Medaura - Agentic Pharmacy System
Medication errors are an information problem: the data exists, but it is not connected at the moment it matters.
Problem
Pharmacy workflows fail when prescription, inventory, safety, and procurement data are separated. The goal was to make a system that can reason across those boundaries while keeping every agent decision auditable.
Architecture
Key Decisions
Agent boundaries map to pharmacy responsibilities
Each agent owns a domain responsibility instead of a generic helper function. That made routing easier to reason about and made failure traces more useful.
Safety checks use retrieval, not only prompts
The Safety Agent queries a drug-interaction knowledge base before order confirmation so important contraindications are represented as retrievable evidence.
Observability is treated as product infrastructure
Every agent call is traced with Langfuse because multi-agent failures are impossible to debug from the final answer alone.
Lessons / Results
- Agent decomposition is an architecture problem before it is a prompting problem.
- Without traces, multi-agent systems become impossible to trust in production.
- The most important UX is often the operational visibility behind the interface.
Theoretical Foundation
Proof Links
© 2026 Pranav Dhiran
Contact