October 2026

We present a qualitative case study of a human-supervised team of specialized AI agents supporting an astronomy research project. The Bot Spectroscopist team, described in the project record as operating through Grok Bot powered by xAI Grok, divided work among orchestration, numerical implementation, data curation, spectroscopy critique, literature search, figure...

Semantic similarity between personality items may help explain their empirical correlations, but measuring this similarity requires an explicit operationalization. We use text embeddings, numerical representations of item wording produced by a language model, to study this correspondence in the 300-item IPIP-NEO. Correlations between embedding vectors operationalize semantic similarity; correlations among...

Background: Phobic Postural Vertigo (PPV)—now broadly subsumed under persistent postural-perceptual dizziness (PPPD)—represents one of the most common causes of functional dizziness encountered in clin-ical practice. Positioned precisely at the intersection of neurology and psychiatry, PPV challenges conven-tional dichotomous thinking regarding organic versus psychogenic disorders. Objectives: This paper provides a comprehensive...

An authentic bibliographic reference does not, by itself, warrant the scholarly proposition for which it is cited. This distinction is consequential in AI-generated literary criticism, where a fluent interpretation can conceal errors concerning historically different textual witnesses, speakers’ knowledge and the reasoning that connects quotations to claims. This conceptual essay...

As artificial intelligence architectures transition from isolated single-agent frameworks to collaborative multi-agent systems (MAS), understanding agent-to-agent orchestration, communication protocols, and turn management becomes critical. This case study documents the design, implementation, and execution of a three-agent system built within the Google Antigravity CLI environment to simulate a competitive game of...

This monograph is written for a specific engineering objective: to use the architecture it describes as a platform for in-memory processing, that is, for building and continuously operating on a very large live state dataset (up to 10,616,832 nodes) that resides entirely in on-chip SRAM. On the real-time path the...