FINSKILLOPS: a self-evolving multi-agent system for SEC filing QA (arXiv:2609.19680v1)
The paper introduces FINSKILLOPS, a multi-agent system that frames post-deployment improvement of SEC-filing question answering as controlled behavioral maintenance: reusable, evidence-grounded skill patches are validated, regression-checked, and versioned. On six financial QA benchmarks a frozen skill registry yields the best verdict-weighted correctness and reference consistency among evaluated systems, with evolved skills improving correctness from 3.70 to 4.55; in a 12-round operational study 6 of 33 proposed skills were promoted while the monitored non-correct rate fell from 20.0% to 12.5%.