Turning AI from tool to teammate

We build human-like AI agents and put them to work in government, energy, and research.

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Swarm intelligence is the foundation of everything we build

Multiple agents split the work, make decisions together, and keep learning as they are used, taking on complex tasks that a single model cannot handle alone. Each one works like a reliable colleague: it understands, sees, responds with care, and stays within bounds.

IntakeMultimodalIntentLanguage modelPolicy readingKnowledge graphEligibilityKnowledge baseResponseAffective AIComplianceEthics, safetyA business owner asks“Which supportpolicies can mycompany apply for?”DeliveredSteps to applyIntakeMultimodalIntentLanguage modelPolicy readingKnowledge graphEligibilityKnowledge baseResponseAffective AIComplianceEthics, safetyA business owner asks“Which supportpolicies can mycompany apply for?”DeliveredSteps to apply
IllustrationAgents dividing and coordinating one government inquiry

What we do

From a single agent to a complete business system, from requirements to launch.

Industries and case studies

We have delivered agents in research and education, new energy, and government.

Research and education

Seventy years of German parliamentary speeches, turned into a searchable knowledge graph

IllustrationLinked search across seven decades: each arc joins speeches from two years

Also in this field

  • Knowledge base of Chinese civilization identifiers
  • Swarm-intelligence forecasting of regional and national policy outcomes
  • Intelligent processing and search of illustrated Shan Hai Jing texts

Faced with a massive archive, we built a knowledge graph that breaks complex questions down and summarizes layer by layer, so searches stay manageable and nothing important is missed. Policy research is now much faster, and the work has been published in several international journals.

New energy

Putting an EV charging brand into AI assistants’ answers

IllustrationBrand ranking when an AI assistant answers “Which home EV charger should I buy?”

Also in this field

  • Customer interaction bots
  • AI customer service

Using generative engine optimization, we raised an EV charging product’s ranking in answers from Doubao, Yuanbao, Qwen, and other leading models, and launched an AI customer service agent, greatly increasing brand and product visibility.

Government

Policies that are easy to understand, find, and act on

PoliciesKnowledge graphBusinesses and residents
IllustrationPolicies matched to businesses and residents through a knowledge graph

Also in this field

  • Government service assistant
  • Party affairs assistant

Built on knowledge bases and knowledge graphs, our agents analyze and explain policies, match them to the people they apply to, and guide residents through services, making government smarter with a lightweight investment.

Big-tech engineering at small-team prices

Our core members come from Huawei, an AI unicorn, Meituan, and Tongji University, with hands-on experience in LLM applications, agent systems, RAG knowledge bases, cloud-native platforms, and taking complex systems from zero to production.

External experts

  • Professor and doctoral supervisor at Tongji University; assistant to the director of its Center for German Studies
  • PhD, KU Leuven; Shanghai Pujiang Talent (Magnolia Program); member of the Societas Linguistica Europaea