Digital Pathology Operating System

PuzzleOmni

From data import and format conversion to model training and intelligent slide reading, build a traceable, collaborative, and continuously iterating pathology AI production loop.

  • End-to-end integration: unified management of data, models, tasks, and inference
  • Human-in-the-loop traceability: annotation review, logging, and process replay
  • Large-small model synergy: multimodal training and agent-based reasoning
Data Import
Data Governance
Assisted Diagnosis
Model Training

Four Core Highlights

Comprehensive capabilities spanning research, model training, agent systems, and system integration

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AI IdeasMultimodal Pathology Model Training & InferenceMulti-Agent SystemCloud Services & System Integration

The Closed-Loop Flywheel from Data to Diagnostic Support

Continuous feedback loop for data-model-application self-reinforcing cycle

01

Data Import

Import datasets and standardize into training-ready formats

02

Data Governance

Unified management of data and model assets ensuring availability and consistency

03

Model Training

Complete large and small model training and fine-tuning with local or cloud resources

04

Assisted Diagnosis

Provide intelligent assisted slide reading and analysis through trained models

Business feedback continuously flows back to data governance and model training stages, forming a self-reinforcing "data-model-application" cycle.

Layered System Architecture

Three-layer synergy of Application + AI Service + System layers for end-to-end production support

Platform Application Layer

Log ManagementData ManagementModel ManagementAgent Services & ConfigAgent Inference

AI & Integration Service Layer

MCP ServiceMCP DeploymentMCP ManagementModel ServicesUnPuzzle TrainingUnPuzzle Inference

Infrastructure Service Layer

Storage ServiceService RegistryLoad MonitoringScalable Node/Cluster Resource Management
PuzzleOmni Layered Architecture

PuzzleOmni achieves end-to-end production support through three-layer synergy of Application + AI Service + System layers.

FAQ

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Content on this page is for product capability introduction and does not constitute medical diagnostic advice