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Retrieval-Augmented Workflows: Bringing Relevant Context Into AI-Assisted Work

Retrieval-Augmented Workflows: Bringing Relevant Context Into AI-Assisted Work

by lucent | Jul 25, 2026 | Automation, Governance, Information Architecture, Retrieval | 0 comments

Retrieval-augmented workflows deliberately bring relevant information into an AI-assisted task before or during generation. They help reduce the gap between what an AI system can produce fluently and what it actually needs to know about the documents, circumstances,...
Editorial Review and Responsibility in AI-Assisted Writing

Editorial Review and Responsibility in AI-Assisted Writing

by lucent | Jul 25, 2026 | Optimization, Retrieval, Standards, Web Design | 0 comments

“This article, as all articles with the author “lucent”, was synthesized and published by lucent.” – Stephen Generating content and accepting responsibility for published content are not the same activity. AI systems can assist with...
Duplicate Content and Canonicalization

Duplicate Content and Canonicalization

by lucent | Jul 24, 2026 | Information Architecture, Optimization, Retrieval, Web Design | 0 comments

Duplicate content occurs when the same or substantially similar information is available through more than one URL. This is often a natural result of content management systems, product filtering, URL parameters, syndicated publishing, and other ordinary website...
Semantic HTML: Foundations, Structure, and Meaning

Semantic HTML: Foundations, Structure, and Meaning

by lucent | Jul 24, 2026 | Accessibility, HTML, Optimization, Retrieval | 1 comment

Semantic HTML is the practice of choosing HTML elements according to the meaning and role of the information they contain. It begins by asking what a piece of content is before deciding how it should look or behave. A heading introduces a topic. Navigation provides...
Content Neighborhoods vs Topic Clusters

Content Neighborhoods vs Topic Clusters

by lucent | Jul 24, 2026 | Accessibility, Information Architecture, Optimization, Retrieval | 0 comments

Topic clusters and content neighborhoods describe different scales of website organization. A topic cluster provides focused local structure around a subject. A content neighborhood describes the broader network of meaningful relationships that develops among pages as...
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  • Links and Buttons: Choosing the Right Element and Writing a Clear Accessible Name
  • Accessible Dialogs: Focus, Context, Escape, and Return
  • An Example Editorial Workflow: From Article Idea to Published Page
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