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

Infer only what the available context supports. If a missing detail could materially change the result, ask one specific question at a time until the required payload is clear. Do not ask the user to repeat context already available.