@article{absorbingcomplexityaninteractionnativekn, title = {Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents}, author = {Ailiya Borjigin and Igor Stadnyk and Ben Bilski and Maksym Chikita and Dmytro Kyrylenko and Sofiia Pidturkina and Julia Stadnyk}, year = {2026}, eprint = {2606.01886}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.01886}, }