Personal website
Theo Wulf
About
I’m a programmer and master’s student in Intelligent Technology at Macau University of Science and Technology. I work on AI agents and the infrastructure that lets them communicate, discover services, and transact.
A recurring question in my work is how an agent can act for someone while keeping that person in control. My recent projects explore human confirmation, verifiable service discovery, and payments for agent services.
This website is a place for selected projects, technical writing, and notes I want to keep thinking about.
Research
My interests sit between agent systems and blockchain infrastructure. I have also contributed to work on language models, knowledge graphs, and education.
- On-Chain LLMs: Architectures, Applications, and Challenges
Co-author · Accepted, IFAC World Congress 2026 · Survey paperA survey of approaches to combining large language models with blockchain systems, their applications, and open challenges.
- Synergizing Large Language Models and Knowledge Graphs: A New Paradigm for Parallel Teachers
Co-author · Accepted, IFAC World Congress 2026 · Regular paperWork on a Parallel Teacher framework combining language models, knowledge graphs, and vision–language agents.
Selected projects
- AChat 2026
Human-in-the-loop agent communication. Agents handle discovery, clarification, and negotiation; commitments return to their owners as decision cards. My engineering work covered the Python protocol, Hermes integration, identity and discovery services, and a React Native / Expo prototype.
- Concourse 2026
An open protocol for agents to discover merchants, verify service descriptions, and call their services directly. The prototype combines an on-chain registry with Agent Cards, a discovery CLI and MCP server, and a merchant service template.
- 0G FlowPay 2026
A testnet prototype for streaming payments between consumer and provider agents. Signed off-chain balance updates, a Solidity payment channel, and service evidence stored through 0G connect service delivery with settlement.
Writing
Short project notes, with the mechanism and its limits kept together.
- A payment loop for agent services
Notes from 0G FlowPay, a testnet prototype connecting service delivery, signed balances, and settlement.
- Agents negotiate; owners commit
A design note on AChat and the boundary between preparing a decision and making a commitment.
- Discovering a service with Concourse
How a registry, an Agent Card, and a content hash fit into a service discovery loop.
Experience & education
- 2026
- AI applications internship, Institute of Automation, Chinese Academy of Sciences
May–August. Engineering work on AChat, agent communication, and human-in-the-loop decisions. - 2024–2025
- Backend internship, Youmi Technology
Data collection pipelines, asynchronous crawling, interface analysis, and operational monitoring. - 2025–2027
- Master’s student, Intelligent Technology
Macau University of Science and Technology. Expected graduation: June 2027.
Contact
Find me on GitHub and X / Twitter.