Agentic AIadvanced

Deployed Clinical Trial Intelligence using GCP and LangGraph

MOSAIC is a production multi-agent clinical trial intelligence system built on GCP. It ingests real records from ClinicalTrials.gov and PubMed into Cloud SQL PostgreSQL with pgvector, then uses LangGraph to run six specialist agents in parallel under a supervisor — Broken Promises, Missing Results, Track Record, Pattern Finder, Side Effect Checker, Timeline Analyst — each hunting a different research-integrity problem. Findings go into a three-layer memory system (episodic, procedural, semantic), and low-confidence signals hit a human-in-the-loop gate whose corrections write back into procedural memory, so agents improve on the next run. The whole thing is served through a nine-endpoint FastAPI app, containerised, and deployed on Cloud Run, with Cloud Storage, Artifact Registry, Secret Manager, IAM service accounts and gcloud-driven provisioning behind it. It solves a genuine problem — ~30% of completed trials never publish results, and no human can read 400,000 records at once — and it produced real signals from live government data before the project was torn down to zero billing.

39 lectures

What You Will Learn

Design multi-agent systems in LangGraph with a supervisor, parallel fan-out and shared state
build three-layer agent memory (episodic, procedural, semantic) and a human-in-the-loop learning loop
run vector search on Cloud SQL Postgres with pgvector over real public API data
wrap it all in FastAPI, containerise it, and deploy to Cloud Run with Secret Manager and IAM · apply production patterns like `lru_cache` dependency injection, connection pooling and state reducers
audit and tear down cloud resources so the bill stays near zero.

System Architecture

Deployed Clinical Trial Intelligence using GCP and LangGraph Architecture Diagram

High-level architecture overview of the Deployed Clinical Trial Intelligence using GCP and LangGraph .

What You'll Build

  • Deployed Agentic AI system on GCP using government databases for Clinical Trials

Project Instructor

Chirantan Lonkar

Chirantan Lonkar

7+ years exp
LinkedIn
Deployed Clinical Trial Intelligence using GCP and LangGraph
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