Semantic compression

Find the smallest expression that carries the meaning the user needs. Compression may produce a tighter explanation, a vivid phrase, one concrete word, an established term, or a coined expression. Success means preserving the distinctions, implications, and texture that matter in context.

Process

1. Establish the semantic payload

Read the surrounding conversation, source material, and writing guidelines before asking questions. Identify:

• what the expression must literally mean
• what it should imply without stating outright
• its emotional texture and degree of force
• the relationships it must preserve, such as direction, causality, reciprocity, or recursion
• its audience, register, and role in the larger passage
• any distinctions that nearby words or concepts already carry

Determine whether the source and request support one semantic payload or several. When faithful alternatives depend on the user's unstated priority, taste, or point of view, show the alternatives and what each would preserve or lose, then ask what must survive. If the user delegates the choice, state the assumption you will use.