3 papers
cs.AI2026
Knowledge or Calculator? Decomposing the Skill Premium in Verifiable Financial Agent Workflows
Jermyn Zhen Yong Bek, Zhuang Qiang Bok, Zhongtian Sun
Financial AI agents must do more than retrieve facts: investment workflows require correct quantitative execution, reliable use of procedural resources, and auditable structured ou…
cs.CL2026
JIT-Agent: Scaling Harness Intelligence via Just-in-Time Harness Evolution
Guibin Zhang, Leo Lu, Fangzhou Xie +15
Agent capability is not determined by the model alone. The agent harness, encompassing memory management, planning strategy, action protocol, and tool/skill orchestration, can domi…
cs.AI2026
FinSkillBench: Evaluating AI Agents and Domain Skills for Investment Management
Jermyn Zhen Yong Bek, Zhuang Qiang Bok, Zhongtian Sun
Investment management is a high-stakes domain in which agentic AI systems must do more than generate plausible text. They must retrieve point-in-time data, assemble correct computa…