Categories: AI/ML News

An Apple Malware-Flagging Tool Is ‘Trivially’ Easy to Bypass

The macOS Background Task Manager tool is supposed to spot potentially malicious software on your machine. But a researcher says it has troubling flaws.

Learn how to build and deploy tool-using LLM agents using AWS SageMaker JumpStart Foundation Models

September 16, 2023

In "FAANG"

PORTool: Importance-Aware Policy Optimization with Rewarded Tree for Multi-Tool-Integrated Reasoning

Multi-tool-integrated reasoning enables LLM-empowered tool-use agents to solve complex tasks by interleaving natural-language reasoning with calls to external tools. However, training such agents using outcome-only rewards suffers from credit-assignment ambiguity, obscuring which intermediate steps (or tool-use decisions) lead to success or failure. In this paper, we propose PORTool, an importance-aware…

May 5, 2026

In "FAANG"

ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities

Recent large language models (LLMs) advancements sparked a growing research interest in tool assisted LLMs solving real-world challenges, which calls for comprehensive evaluation of tool-use capabilities. While previous works focused on either evaluating over stateless web services (RESTful API), based on a single turn user prompt, or an off-policy dialog…

August 14, 2024

In "FAANG"

AI Generated Robotic Content