Benchmarking Agentic AI 2026: The Topographic Jagged Frontier and NextGen Best-in-Class LLM Models
Model benchmarking, evaluation methodology, reliability, and the uneven frontier of agentic AI.
Materials / evidence ↗Teaching & learning
A teaching practice spanning AI literacy and research technology today, and earlier work in information design, web development, visual thinking, digital scholarship, and online learning. The page is designed to support future university teaching, executive education, workshops, and retirement-era adjunct or visiting opportunities without reading as an advertisement.
Model benchmarking, evaluation methodology, reliability, and the uneven frontier of agentic AI.
Materials / evidence ↗Hands-on research and development workflows using AI-assisted coding, rapid prototyping, and iterative application design.
Materials / evidence ↗Using AI and interactive visualization to move from complex research data toward intelligible analytical interfaces.
Materials / evidence ↗Multimodal AI video tools, research communication, pedagogy, and emerging creative workflows.
Materials / evidence ↗An introduction to AI-assisted development for researchers, educators, and nontraditional programmers.
Materials / evidence ↗Reasoning models, deep-research systems, source synthesis, and AI-assisted academic applications.
Materials / evidence ↗Foundational AI literacy for research: model capabilities, limits, scholarly use, and practical workflows.
Materials / evidence ↗A pragmatic introduction to generative AI, autonomous agents, multimodality, and emerging applications.
Materials / evidence ↗Digital-literacy training connecting AI capabilities with information management and future library services.
Materials / evidence ↗Online faculty and graduate-student learning environment supporting open educational practice and peer review.
Materials / evidence ↗Interdisciplinary visual-literacy work with education, art history, and museum partners, including Visual Thinking Strategies.
Materials / evidence ↗Early course development in Dreamweaver, web templates, e-zine design, information literacy, and public-space visualization.
Materials / evidence ↗Teaching technology recognition
Selected university courses, faculty development, AI literacy programs, research-method workshops, executive education, and invited teaching.
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