Sofiia Pidturkina
1 indexed paper
Recent (6 mo)
1With code
0Influential cites
0Benchmarked
0Publications per year
126
Top categories
AI×1Comp. Eng.×1
Frequent co-authors
Research Timeline
2026
Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents
The paper proposes the Interaction-Native Knowledge Harness (InKH), an architecture that absorbs complex context into financial LLM agents, significantly improving performance, reducing latency, and enhancing auditability compared to existing memory systems.
Highlighted terms show continued research focus across papers
Papers
cs.AIcs.CERecentJun 1, 2026
Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents
Ailiya Borjigin, Igor Stadnyk, Ben Bilski, Maksym Chikita +3 more
The paper proposes the Interaction-Native Knowledge Harness (InKH), an architecture that absorbs complex context into financial LLM agents, significantly improving performance, reducing latency, and e…
View →