Ben Bilski
1 indexed paper
Recent (6 mo)
1With code
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126
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AI×1Comp. Eng.×1
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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.
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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…
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