Author-Calibrated AI: Optimize Prose with Human Insight
Author-Calibrated AI: Optimize Prose with Human Insight
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Author-Calibrated AI: Optimize Prose with Human Insight
Author-Calibrated AI: Optimize Prose with Human Insight
Author-Calibrated AI is designed to refine LLM-generated prose by leveraging the author's own insights as ground truth. It emphasizes an iterative cycle where human evaluation forms a crucial part of the assessment process, enhancing the readability and value of written content.
What this skill does
- Utilizes a structured evaluation loop to assess and improve the quality of LLM-generated prose.
- Engages the author in a blind side-by-side reading to judge readability and aesthetic value.
- Employs an LLM judge to verify the faithfulness of content without being a substitute for the author's judgment.
- Ensures format consistency (e.g., citation marks, character count) through automated code checks.
Who it is for
- Developers working with AI coding agents such as Claude Code, Cursor, and Codex.
- Teams aiming to optimize LLM-generated content for readability and coherence.
- Authors desiring control over the quality and style of AI-assisted writing.
Use cases
- Refining technical documentation generated by AI to meet specific readability standards.
- Collaborative writing projects where consistency in the tone and style is essential.
- Ensuring accuracy and relevance in content where faithfulness to source materials is critical.
Technical details
- Utilizes the agent-knowledge-cycle toolset for continuous learning and improvement.
- Integrates the author-calibrated-eval to prioritize human insights for content valuation.
- Functions seamlessly with AI platforms such as Claude Code, Cursor, and Codex, allowing for streamlined integrations.
Source & Licence
This package is built on open-source work published by shimo4228 (shimo4228/akc-cycle) and distributed under MIT. The original licence text and copyright notice are included in your download.
Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.
Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.
Delivery & Support
- Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
- Format: ZIP archive containing the skill files, documentation and the original licence.
- Support: support@mcpcart.com — we aim to reply within 2 business days.
- Updates: updates are included only where stated on this page.
Refunds
This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.
Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.
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