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Translation and language prompt templates for preserving facts, comparing literal and natural versions, resolving ambiguity, role-play, phrase cards, and contextual practice
Language work depends on audience, register, context, and terms that must remain stable. These recipes preserve names, numbers, meaning, and uncertainty while creating practical opportunities to compare and practice expression.
Produce a usable translation with a protected-term ledger and explicit uncertainty notes
Practise one realistic exchange at a time with bounded corrections, retries, adaptive difficulty, and progress evidence
Simplify syntax and vocabulary to a target level while preserving facts, obligations, conditions, exceptions, and uncertainty
Convert recurring, evidenced language errors into spaced contrastive practice with feedback, retries, and transfer checks
Find source-language ambiguities that could materially change a translation and turn them into answerable questions
Compare near alternatives through meaning, register, collocation, implication, and realistic usage
Build compact, verified phrase cards organized by intent, likely reply, clarification, repair, and escalation
Compare a source-close rendering with an audience-ready version without hiding meaning changes
Build a level-appropriate conversation with branching responses, speaking cues, and focused practice
Find material differences in facts, scope, obligations, tone, and terminology across two language versions
