Collaboration & Research
We work closely with leading universities such as Tsinghua University, Renmin University of China, Shandong University, and Central South University on algorithms, data governance, model training, and evaluation, turning cutting-edge research into real-world industry solutions.
Collaboration formats include co-creation workshops, joint reviews and evaluation benchmarks, joint research projects, and production-grade engineering validation in real business scenarios.
Partner Universities
Long-term collaboration with top research institutions
Universities bring cutting-edge research and solid theoretical foundations; we bring strong engineering capabilities and industry experience. Together, we deliver high-quality AI solutions for governments, enterprises, and universities.
Tsinghua University
Collaboration on dialogue evaluation benchmarks, RAG/knowledge engineering, and model alignment & validation.
Renmin University of China
Collaboration on data governance, policy text understanding, knowledge graph modeling, and public service scenarios.
Shandong University
Collaboration on domain knowledge modeling, industry corpora & prompt templates, and agent engineering methodologies.
Central South University
Collaboration on complex systems modeling, real-time decision algorithms, and production system integration.
Capability Matrix
End-to-end AI capabilities from strategy to deployment
| Stage | Industry AI Agents | Data Science | Industry Solutions |
|---|---|---|---|
| Strategy & Consulting | ✔ Scenario discovery & agent planning | ✔ Data strategy & KPI system design | ✔ Industry solution design |
| Prototype & PoC | ✔ Conversation & task flow prototypes | ✔ Sample data construction & analysis | ✔ Scenario validation & pilots |
| Model Training & Optimization | ✔ Knowledge base & prompt engineering | ✔ ML/DL model training | ✔ Evaluation metrics & A/B testing |
| Engineering & Deployment | ✔ Multi-channel integration & access control | ✔ Data pipelines & feature services | ✔ Integration with existing systems |
| Operations & Iteration | ✔ Agent performance monitoring & tuning | ✔ Data quality monitoring & governance | ✔ Continuous solution improvement |
University participation examples: joint reviews & benchmark design during “Prototype & PoC / Model Training”, plus targeted research support on key technical challenges and validation.
Representative Research & Project Outcomes
Closing the loop from lab research to production systems
We can share anonymized examples after initial discussions, covering technical highlights (evaluation, governance, deployment) and business value (reliability, efficiency, and compliance).