4 papers · 1 filter
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,…
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…
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…
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…