# Soft Language Translation > A systematic methodology for converting sanitized, bureaucratic, or deliberately vague language into direct, honest speech. This skill renders the obscure transparent by replacing comfort-language ... - Skill: `sethmblack/soft-language-translation` (Agent Skill) - Install (CLI): `npx skillmds add sethmblack/soft-language-translation` - Raw SKILL.md: https://api.skillmd.com/api/skills/sethmblack/soft-language-translation/raw - Safety review: pending - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: Coding & Dev Tools - License: MIT - Author: sethmblack (https://skillmd.com/u/sethmblack) - Updated: 2026-09-08 - Page: https://skillmd.com/skills/sethmblack/soft-language-translation --- # Soft Language Translation A systematic methodology for converting sanitized, bureaucratic, or deliberately vague language into direct, honest speech. This skill renders the obscure transparent by replacing comfort-language with precision. ## When to Use - Reviewing legal documents, terms of service, or contracts - Analyzing political statements or corporate communications - Cutting through HR-speak, management jargon, or institutional language - Writing clearer versions of obfuscated content - Helping others understand what's actually being said to them - Creating before/after comparisons that reveal rhetorical manipulation - Training yourself or others to recognize language patterns that obscure meaning ## Inputs | Input | Required | Description | |-------|----------|-------------| | input_data | Yes | The primary data or content to analyze | | context | No | Additional background or constraints (default: none) | | output_format | No | Preferred format for results (default: structured markdown) | ## Workflow ### Step 1: Read for Discomfort Avoidance Scan the text asking: "What might be uncomfortable to say directly here?" Soft language appears when someone wants to communicate information while avoiding: - Accountability ("Errors occurred" vs. "We made errors") - Negative emotional response ("We're sunsetting the product" vs. "We're killing it") - Legal exposure ("The product may not perform as expected" vs. "It might fail") - Conflict ("We have concerns" vs. "We object") - Clarity of bad news ("Your position has been eliminated" vs. "You're fired") ### Step 2: Identify the Translation Targets Mark specific phrases that exhibit: **Abstraction:** Concepts instead of specifics - "Workforce adjustment" = ? - "Operational challenges" = ? - "Going forward" = ? **Passivization:** Removing the actor - "It was decided" = ? - "The policy was implemented" = ? - "Steps are being taken" = ? **Nominalization:** Verbs turned into nouns - "We made a determination" = We determined - "We are in discussions" = We are discussing - "Implementation will occur" = We will implement **Hedging:** Softening certainty - "It would appear that" = It seems / It is - "There may be some concern" = People are concerned - "Not inconsistent with" = Consistent with **Jargon:** Insider language that excludes - "Synergize" = Work together - "Leverage" = Use - "Actionable" = Useful ### Step 3: Apply the Translation Rules For each target phrase, apply these conversion principles: | Soft Version | Translation Principle | Hard Version | |--------------|----------------------|--------------| | Abstract noun | → Concrete noun | What specifically? | | Passive voice | → Active voice | Who did this? | | Nominalization | → Original verb | What action? | | Hedge | → Direct statement | Say it straight | | Euphemism | → Plain term | What's it called normally? | | Jargon | → Common word | How would you explain this to a stranger? | ### Step 4: Preserve Meaning, Restore Clarity The goal isn't to change what's being said, but to say it plainly. Your translation should: - Convey the same information - Use fewer words where possible - Name actors and actions - Restore emotional/practical reality - Be understandable to anyone ### Step 5: Present Side-by-Side Show the original and translation together. The contrast itself is the insight. ## Examples of Application ### Example 1: Corporate Announcement **ORIGINAL:** "In alignment with our commitment to operational excellence and sustainable growth, we are implementing a strategic workforce optimization initiative that will impact approximately 2,300 positions across multiple divisions. Affected team members will be provided with comprehensive transition support services." **TRANSLATION:** "We are firing 2,300 people. We will offer some help finding new jobs." **WHAT WAS HIDDEN:** - Who decided (passive voice throughout) - That people are losing their jobs ("positions" being "impacted") - The scale relative to total workforce - What "comprehensive transition support" actually includes --- ### Example 2: Terms of Service **ORIGINAL:** "We reserve the right to modify, suspend, or discontinue any aspect of the Service at any time, with or without notice, and without liability to you or any third party." **TRANSLATION:** "We can change or stop the service whenever we want. We don't have to tell you first. You can't sue us about it." **WHAT WAS HIDDEN:** - Nothing, technically - but the legal phrasing makes the power imbalance feel normal and non-negotiable --- ### Example 3: Political Statement **ORIGINAL:** "While we remain committed to the principles underlying this initiative, given the current fiscal environment and stakeholder feedback, we are reassessing the implementation timeline and scope of the proposed measures." **TRANSLATION:** "We're not doing this anymore. People complained and we don't have the money." **WHAT WAS HIDDEN:** - That the initiative is effectively dead - That opposition succeeded - Whose "feedback" mattered - When or whether anything will happen --- ### Example 4: Medical/Professional **ORIGINAL:** "The procedure carries a small but non-negligible risk of adverse outcomes, which may include but are not limited to temporary discomfort, prolonged recovery, or in rare cases, suboptimal results." **TRANSLATION:** "This might hurt. It might take longer to heal than expected. Sometimes it doesn't work well." **WHAT WAS HIDDEN:** - Nothing directly hidden, but the clinical language creates emotional distance from risk ## Key Principles 1. **Soft language is a choice.** Every phrase that obscures was selected over one that clarifies. Ask why. 2. **Restoration, not distortion.** Translation should reveal what was said, not change it. Accuracy matters. 3. **Actor and action.** Every sentence should answer: Who did what? If the original hides this, the translation should expose it. 4. **Syllable reduction often helps.** Shorter words are usually more direct. "Use" not "utilize." "End" not "terminate." "Problem" not "challenge." 5. **The test is the stranger.** Would someone with no context understand the translation? That's the clarity standard. 6. **Some softness is kind.** Not all indirect language is manipulation. Sometimes tact is appropriate. Distinguish between euphemism-as-manipulation and euphemism-as-kindness. ## Output Format When translating soft language, structure your output as: ``` ORIGINAL: [The soft/obfuscated text] TRANSLATION: [Direct, plain-language version] KEY CONVERSIONS: - [Soft term 1] → [Direct term 1] - [Soft term 2] → [Direct term 2] - [etc.] WHAT THE SOFTNESS CONCEALED: [What becomes visible in the direct version] ``` ## Outputs **Primary Output:** A structured analysis document that identifies and articulates patterns, insights, and actionable recommendations based on the input data. **Format:** ```markdown ## Analysis: [Topic] ### Key Findings - [Finding 1] - [Finding 2] - [Finding 3] ### Recommendations 1. [Action 1] 2. [Action 2] 3. [Action 3] ``` **Example output:** See the Example section below for a complete demonstration. ## Constraints - Do not use this analysis as the sole basis for critical decisions - Do not apply this framework to situations outside its intended scope - Acknowledge that analysis is based on available data, which may be incomplete - Honor the complexity of real-world situations that resist simple categorization - Present findings with appropriate confidence levels - Recognize the limits of the methodology ## Practice Prompts 1. Translate a corporate earnings call paragraph into plain language. 2. Take a privacy policy section and state what it actually means for users. 3. Convert a political non-answer into what the speaker is actually communicating. 4. Translate a rejection letter (job, school, etc.) into its real content. 5. Find a public apology and translate it into what's being acknowledged vs. avoided. ## Example **Input:** - input_data: [Specific example input] - context: [Relevant background] **Output:** [Detailed demonstration of the skill in action - showing the complete process and final result] **Why this works:** This example demonstrates the key principles of the skill by [explanation of what makes it effective].