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FinSkillBench is a new benchmark for testing AI agents on portfolio construction, risk management, and fundamental analysis. Across nine models, curated procedural skills raised mean performance from 0.366 to 0.528, while self-generated skills delivered little benefit.
This survey frames self-evolving LLM agents as dynamic graphs whose memories, tools, skills, workflows, and relationships change over time. It presents four evolution taxonomies, connects nine dynamic-graph-learning fields to agent capabilities, and proposes graph-aware evaluation and governance protocols.
NVIDIA demonstrates how developers can build real-time edge AI applications with Holoscan using its CLI, skills, documentation, and AI coding agents. The workflow leverages HoloHub’s reference applications and reusable components to help agents assist with development.
NVIDIA SkillEvaluator is designed to measure whether packaged agent skills improve AI agent performance. It evaluates the value of instructions, examples, and tool guidance that help agents find relevant context, reduce wasted steps, and complete specialized tasks more effectively.
Accenture’s survey across 20 countries found that 57% of Japanese employees feel AI has improved their productivity, compared with 81% globally. Japan also trails in job satisfaction and perceived work outcomes, highlighting challenges in workforce and organizational transformation.
A Pew Research Center survey found that the youngest members of the US workforce are becoming increasingly skeptical of artificial intelligence. Their concerns center on the possibility that rapid AI advances will cause widespread job losses.
Lawsuits over automated hiring systems are challenging how companies use AI to screen and rank job applicants. A class action against Eightfold AI argues that its applicant-ranking system may function as an undisclosed consumer report without allowing candidates to review or contest the results.
Luming Robotics founder Yu Chao argues that embodied AI is entering a phase where task-specific skills matter more than simply building robot hardware. The company’s strategy emphasizes defining capabilities and forms around real-world tasks.
In an interview, Llama Ventures partner and Yidao founder Zhou Hang discusses how AI will reshape careers, entrepreneurship, and traditional industries. He argues that workers should develop commercial judgment and seek AI opportunities in overlooked sectors rather than simply compete for shrinking technical roles.
A Wall Street Journal article, adapted from The Valley of Death, claims that CIA-backed funding helped NeXT survive financial difficulties in the 1980s. NeXT’s survival enabled Steve Jobs to return to Apple, while its operating system later became part of the foundation underlying the iPhone.