10 papers
Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents
Ailiya Borjigin, Igor Stadnyk, Ben Bilski +4
Financial AI agents often fail for a simple reason: they make users carry the complexity. A user must repeatedly restate goals, risk preferences, portfolio context, past judgments,…
Execution Is the New Attack Surface: Survivability-Aware Agentic Crypto Trading with OpenClaw-Style Local Executors
Ailiya Borjigin, Igor Stadnyk, Ben Bilski +2
OpenClaw-style agent stacks turn language into privileged execution: LLM intents flow through tool interception, policy gates, and a local executor. In parallel, skill marketplaces…
Intertemporal Pricing of Time-Bound Stablecoins: Measuring and Controlling the Liquidity-of-Time Premium
Ailiya Borjigin, Cong He
Time-bound stablecoins are DeFi assets that temporarily tokenize traditional securities during market off-hours, enabling continuous cross-market liquidity. We introduce the Liquid…
Safe and Compliant Cross-Market Trade Execution via Constrained RL and Zero-Knowledge Audits
Ailiya Borjigin, Cong He
We present a cross-market algorithmic trading system that balances execution quality with rigorous compliance enforcement. The architecture comprises a high-level planner, a reinfo…
Element and Everything Tokens: Two-Tier Architecture for Mobilizing Alternative Assets
Ailiya Borjigin, Cong He, Charles CC Lee +1
Alternative assets such as mines, power plants, or infrastructure projects are often large, heterogeneous bundles of resources, rights, and outputs whose value is difficult to trad…
AI Agent Architecture for Decentralized Trading of Alternative Assets
Ailiya Borjigin, Cong He, Charles CC Lee +1
Decentralized trading of real-world alternative assets (e.g., gold) requires bridging physical asset custody with blockchain systems while meeting strict requirements for complianc…
AI-Governed Agent Architecture for Web-Trustworthy Tokenization of Alternative Assets
Ailiya Borjigin, Wei Zhou, Cong He
Alternative Assets tokenization is transforming non-traditional financial instruments are represented and traded on the web. However, ensuring trustworthiness in web-based tokenize…
Proof-of-Behavior: Behavior-Driven Consensus for Trustworthy Decentralized Finance
Ailiya Borjigin, Wei Zhou, Cong He
Current blockchain protocols (e.g., Proof-of-Work and Proof-of-Stake) secure the ledger yet cannot measure validator trustworthiness, allowing subtle misconduct that is especially…
Behavioral Universe Network (BUN): A Behavioral Information-Based Framework for Complex Systems
Wei Zhou, Ailiya Borjigin, Cong He
Modern digital ecosystems feature complex, dynamic interactions among autonomous entities across diverse domains. Traditional models often separate agents and objects, lacking a un…
Teachable Agent
Ailiya Borjigin
Teachable Agent (TA) is a special type of pedagogical agent which instantiates the educational theory of Learning by Teaching. Soon after its emergence, research of TA becomes an a…