Why Meta Paid $2B for Manus : Agent Harness Design Matters More Than Size

Meta’s $2B move targets reliable AI work, with Manus using KV cache tuning to cut costs while helping teams finish complex ...

How2s.org Expands a Reference-Style How-To Library Built Around Step-by-Step Guides and Structured FAQs

A growing how-to platform organizes practical knowledge into clear, task-focused guides that help users move efficiently from question to solution. NY, UNITED STATES, January 2, 2026 /EINPresswire.com ...
IEEE

LLM-Handover: Exploiting LLMs for Task-Oriented Robot-Human Handovers

Abstract: Effective human-robot collaboration depends on task-oriented handovers, where robots present objects in ways that support the partner’s intended use. However, many existing approaches ...
IEEE

Collaborative Learning for Task-Oriented Semantic Communications: Overcoming Data Mismatch Between Transceivers

Abstract: Task-oriented semantic communication (ToSC) enhances efficiency and performance by leveraging task-specific data representations and end-to-end learning, which are more compact and effective ...