Solving Pathology Challenges with AI
PuzzleLogic is dedicated to providing cutting-edge AI pathology solutions for hospitals, enterprises, and research institutions.
Our Position
A handy tool in diagnosis, a reliable role in innovation.
Mission: Advancing intelligent pathology healthcare through technological innovation.
Vision: Providing world-leading AI solutions in pathology to enhance diagnostic quality and efficiency, and to expand clinical applications.
What Sets Us Apart
Based on deep technical expertise and rich industry experience, we have built unique competitive advantages in AI pathology
Advanced AI Multi-Agent System
PuzzleAgents —the state-of-the-art multi-agent framework for pathological report generation, providing transparent evidence-seeking and reasoning system for human-in-the-loop diagnostic collaboration for pathologists and researchers.
Frontier AI Expertise
Our team members possess years of experience in pathological AI, with 200+ high-impact academic publications, presenting a leading role in medical image and computational pathology.
International Research Collaboration
We maintain close partnerships with world-leading institutions such as Peking Union Medical College Hospital, the National University of Singapore, Tsinghua University, and Beihang University, driving continuous innovation in pathological AI research and its clinical translation.
Large-scale Data governance
Our self-developed framework processes tens of millions of public and private pathology images with 10–100× greater efficiency* than recent methods, enabled by a clustered NAS system for scalable, high-throughput analysis.
Professional Software Development Team
Possessing mature cloud computing and full-stack development capabilities, enabling rapid transformation of AI research achievements into stable and reliable products that meet healthcare institutions' practical needs.
Robust Data Center Infrastructure
Our high-performance data center delivers secure, scalable compute and storage resources, along with advanced operational support—ensuring stable system performance and sustained AI development.
Core Technical Components
Breakthrough pathology AI innovation, bringing revolutionary solutions to medical diagnostics
PuzzleAgent
The First Interactive Multi-Agent Pathology Report Platform
We pioneered a human-AI collaborative system with full-chain transparency—from visual evidence retrieval to diagnostic reasoning—boosting the efficiency and quality of pathology report generation.
Multi-Scale Analysis
Automatically identify and analyze pathological features at different magnifications
Intelligent Collaboration
Multi-agent system working collaboratively, simulating expert consultation process
Traceability
Complete recording of analysis process, providing interpretable diagnostic evidence
PuzzleAgent
The First Interactive Multi-Agent Pathology Report Platform
We pioneered a human-AI collaborative system with full-chain transparency—from visual evidence retrieval to diagnostic reasoning—boosting the efficiency and quality of pathology report generation.
Multi-Scale Analysis
Automatically identify and analyze pathological features at different magnifications
Intelligent Collaboration
Multi-agent system working collaboratively, simulating expert consultation process
Traceability
Complete recording of analysis process, providing interpretable diagnostic evidence
UnPuzzle
One of the first Open Source Unified Framework for Pathology AI Research
Provides unified pathology AI research framework supporting multiple algorithmic models with high compatibility and flexibility, accelerating pathology AI technology development.
Unified Framework
Standardized research toolchain, simplifying development process
Modular Design
Flexible architecture design, supporting rapid customization and extension
Community Driven
Support the open source community for continuous innovation and improvement
Easy to Implement
Integrating the MCP server plugin, user can effortlessly implement models into diagnosis and refine them.
UnPuzzle
One of the first Open Source Unified Framework for Pathology AI Research
Provides unified pathology AI research framework supporting multiple algorithmic models with high compatibility and flexibility, accelerating pathology AI technology development.
Unified Framework
Standardized research toolchain, simplifying development process
Modular Design
Flexible architecture design, supporting rapid customization and extension
Community Driven
Support the open source community for continuous innovation and improvement
Easy to Implement
Integrating the MCP server plugin, user can effortlessly implement models into diagnosis and refine them.
PuzzleSeg
One-Stop Platform for Online Pathology Annotation
User-friendly web annotation platform for research collaboration, pathology training, and clinical database construction. Seamlessly connects data collection, annotation, and quality review through secure data framework and AI-assisted annotation modules.
Secure Data Governance
Multi-tenant project isolation, permission matrix + operation audit, meeting hospital-grade compliance requirements
Cross-Platform Ready-to-Use
Pure web experience, supporting Windows/macOS/Linux and tablet touch, no local installation required
Role-based Collaboration
Annotation-review role separation, task distribution, progress statistics and online quality control all in one place
Modular AI Function Integration
Quick commands, automatic annotation area suggestions, intelligent assistance to improve annotation efficiency and accuracy
PuzzleSeg
One-Stop Platform for Online Pathology Annotation
User-friendly web annotation platform for research collaboration, pathology training, and clinical database construction. Seamlessly connects data collection, annotation, and quality review through secure data framework and AI-assisted annotation modules.
Secure Data Governance
Multi-tenant project isolation, permission matrix + operation audit, meeting hospital-grade compliance requirements
Cross-Platform Ready-to-Use
Pure web experience, supporting Windows/macOS/Linux and tablet touch, no local installation required
Role-based Collaboration
Annotation-review role separation, task distribution, progress statistics and online quality control all in one place
Modular AI Function Integration
Quick commands, automatic annotation area suggestions, intelligent assistance to improve annotation efficiency and accuracy