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Deduplication: Identifying and Managing Duplicate Information

Deduplication: Identifying and Managing Duplicate Information

by lucent | Aug 4, 2026 | Information Architecture, Optimization, Retrieval, Workflow | 0 comments

Deduplication is the practice of identifying information that is identical or substantially equivalent and deciding how its different representations should be managed. Although deduplication can reduce storage use, its broader purpose is to help systems distinguish...
Understanding Embeddings: How AI Systems Represent Meaning

Understanding Embeddings: How AI Systems Represent Meaning

by lucent | Aug 4, 2026 | Information Architecture, Optimization, Retrieval, Workflow | 0 comments

Embeddings are mathematical representations that help computer systems compare words, passages, documents, images, and other forms of information. Instead of relying only on exact matches, an embedding system can identify items that are related in meaning, purpose, or...
Understanding Vector Search: How AI Systems Find Related Information

Understanding Vector Search: How AI Systems Find Related Information

by lucent | Aug 4, 2026 | Information Architecture, Optimization, Retrieval, Workflow | 1 comment

Vector search is a method for finding information based on semantic similarity rather than exact wording alone. It helps retrieval systems recognize that two passages may be closely related even when they use different words. Traditional keyword search often begins by...
Common Semantic HTML Mistakes and How to Correct Them

Common Semantic HTML Mistakes and How to Correct Them

by lucent | Aug 3, 2026 | Accessibility, HTML, Information Architecture, Optimization | 0 comments

Semantic HTML uses elements according to the meaning and purpose of the content they contain. A heading identifies a heading. A list represents a group of related items. A button performs an action. These relationships help browsers, assistive technologies, search...
Graduated Context Assembly and Context Depth

Graduated Context Assembly and Context Depth

by lucent | Aug 3, 2026 | Governance, Information Architecture, Optimization, Retrieval, Workflow | 0 comments

Graduated context assembly is a practical method for matching the amount of surrounding information to the work being performed. Rather than treating context as either absent or fully assembled, it uses several levels of contextual depth. The central principle is...
Passage Clarity: Writing Sections That Are Easy to Understand and Find

Passage Clarity: Writing Sections That Are Easy to Understand and Find

by lucent | Aug 3, 2026 | Accessibility, Information Architecture, Optimization, Retrieval | 0 comments

Passage clarity is the practice of writing and structuring individual sections so their purpose can be understood without separating them from the larger page. A clear passage may define a term, answer a question, explain a process, compare related ideas, or provide a...
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