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    Humanize Prose Skill

    1

    Refines stiff, robotic drafts into clear and natural prose while preserving factual accuracy and technical details.

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    Humanize Prose Skill

    Humanize Prose Skill

    Example session with this skill installed

    Please rewrite this project update for our internal engineering newsletter. Make it sound professional but less like a robot wrote it. Keep all the version numbers and dates exactly as they are.

    • Read your context and instructions
    • Compiled the humanize prose

    I have revised the project update to improve the narrative flow and remove repetitive transition phrases while ensuring all version numbers and dates remain accurate.

    Humanized Rewrite

    Revised Text

    We have reached a significant milestone with the release of v2.4.8 on March 12th. While the initial sprint focused on stabilizing the core API, this latest iteration addresses the latency issues reported during the February beta test. We’ve replaced the legacy polling mechanism with a reactive event stream, which reduces CPU overhead by roughly 15%.

    The team is now shifting focus toward the v2.5.0 roadmap, scheduled for an April 20th code freeze. Our primary goal for the next cycle is improving the documentation for the auth middleware and finalizing the schema migration scripts. If you encounter any edge cases with the new event stream before the next standup, please log them in the primary repository.

    What Changed

    Sentence Rhythm: Replaced short, choppy sentences with varied structures to create a more professional, cohesive flow.

    Clarity: Swapped generic phrases like "the system was updated" for more precise descriptions of the technical changes.

    Transitions: Removed repetitive "Additionally" and "Furthermore" markers in favor of logical paragraph progression.

    Preservation: Verified that all version numbers (v2.4.8, v2.5.0) and dates (March 12th, April 20th) were kept exactly as provided.

    Next steps

    1. Verify the specific performance percentage (15%) matches your latest telemetry data.
    2. Confirm the April 20th code freeze date is still accurate following the recent sprint review.
    3. Review the description of the reactive event stream to ensure it aligns with the engineering team's terminology.

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    About this skill

    Standard AI drafts often suffer from monotonous sentence structures, generic transitions, and predictable word choices that signal machine generation. This skill functions as a professional editor, refining stiff or formulaic text into clear, natural prose while strictly preserving your factual claims and technical requirements.

    What it does

    • Varies sentence rhythm by adjusting length and syntax to mimic natural human speech patterns.
    • Removes linguistic filler by cutting repetitive openings, inflated phrasing, and unnecessary summaries.
    • Refines word choice through the replacement of vague buzzwords with concrete, precise terminology.
    • Balances paragraph flow to ensure logical transitions and consistent voice throughout the document.
    • Preserves technical integrity by protecting citations, names, numbers, and specialized terminology during rewrites.

    How it works

    1. Analyze input to identify the intended audience, purpose, and existing stylistic bottlenecks.
    2. Apply editing mode based on your preference for light polish, concise rewrite, or voice-led transformation.
    3. Execute revision to improve syntax and rhythm without inventing facts or personal anecdotes.
    4. Final review to ensure the original meaning remains intact and matches the target publication channel.

    Frameworks & tools

    This skill is framework-agnostic and works with any text-based input including Markdown, HTML, or plain text. It is designed for use in professional environments where factual accuracy and technical citations must remain untouched.

    Why this beats prompting it yourself

    Generic prompts often result in "over-correction" where the AI introduces flowery metaphors or fake personal stories to seem human. This skill uses a restrained editing framework that prioritizes clarity and authentic voice over superficial novelty, ensuring your professional reputation stays intact.

    Use cases

    • Convert stiff technical drafts into readable blog posts or newsletters.
    • Polish AI-generated summaries to remove repetitive "In conclusion" style markers.
    • Adapt a single draft for different channels like LinkedIn, email, or documentation.
    • Refine non-native English drafts into natural, professional prose.

    Known limitations

    This skill will not intentionally introduce grammar errors or typos to mimic humans. It does not guarantee specific results from third-party AI detection software.

    How to use

    Skills on Agensi run inside your AI agent. Copy the prompt, paste it into your agent, and it connects to Agensi and installs this skill for you. If a payment is needed, your agent shows it to you first.

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