Hierarchical Multi-Agent Framework

Precision Diagnostics & Care Logistics

A novel, state-of-the-art system that transcends traditional symptom checkers by establishing a multi-layered agentic ecosystem — powered by Gemma 4, orchestrated by LangGraph, and grounded in RAG.

15
Specialized Agents
600+
Medical Books Indexed
8
Diagnostic Modalities
AI
RAG
Cardiology
Neurology
Pulmonology
Orthopedics
The Sushrut Ecosystem

A Multi-Layered Agentic Ecosystem

Transcending traditional symptom checkers through a hub-spoke topology — one Central Generalist Agent orchestrating 15 specialized sub-agents.

15 Specialized Agents

Cardiology, Neurology, Pulmonology, Orthopedics, and more — each fine-tuned on domain-specific medical datasets.

RAG-Grounded

Powered by 600+ medical books and high-fidelity vector datasets — reducing hallucinations and ensuring clinical accuracy.

Agent Lightning RL

Continuous reinforcement learning optimizes prompt templates and decision policies based on feedback rewards.

Multilingual Pipeline

FastText + IndicTrans2 + NLLB-200 — enabling diagnosis in multiple languages with medical terminology accuracy.

Safety Guardrails

Two-stage pipeline with ClinicalNER and Flan-T5-large — blocking unauthorized prescriptions and ensuring ethical compliance.

Medical Tool Integration

ECG, EEG, X-ray, Ultrasound, Prescription OCR, and Lab Report analyzers — processing raw medical data into structured reports.

Hub-Spoke Topology

One Central Agent, 15 Specialists

Central Generalist Agent Gemma 4
Triage & Orchestration
Cardiology
Neurology
Pulmonology
Orthopedics
Ophthalmology
ENT
General Med
Pediatrics
Gynecology
Dentistry
Dermatology
Nephrology
Hepatology
Infectious
Oncology

Each specialist agent is fine-tuned on domain-specific datasets and grounded in RAG for precision.

Ready to Experience the Future of Healthcare AI?

Start your journey with Sushrut AI — precision diagnostics powered by a multi-agent framework, grounded in 600+ medical texts, and optimized with reinforcement learning.

15 Specialized Agents RAG-Powered Agent Lightning RL