Autonomous Intelligence Pipeline

SEGMENTATION AGENT

Automated 3D Tumor Detection

• • Processes multi-modal MRI (T1, T2, FLAIR, T1CE)
• • MONAI + PyTorch deep learning models
• • Outputs standardized NIfTI segmentation masks
• • Identifies tumor boundaries in 3D space

Technology: MONAI • PyTorch • Python

VOLUMETRY AGENT

Quantitative Analysis & Metrics

• • Computes precise tumor volumes
• • Calculates asymmetry ratios
• • Extracts radiomic features
• • Generates structured JSON reports

Technology: Python • Medical Imaging Libraries

LLM ANALYSIS AGENT

Clinical Report Generation

• • Interprets quantitative results
• • Generates natural language summaries
• • Comparative analysis between studies
• • Context-aware medical insights via RAG

Technology: Gemini API • Vertex AI