Principles for AI-Generated Content

1. Purpose

I use generative AI to expand your access to practical, well-tested solutions—faster examples, broader language coverage, and deeper how-to detail. Every AI suggestion stays subordinate to human expertise; you get sharper insights without sacrificing reliability.

Ask yourself: How could rapid AI-assisted drafts free time for higher-value thinking?


2. Transparency

Whenever AI contributes to an article, lesson, or code sample, I tell you—plainly and up front. Look for a note that reads:

“Note: Content created with assistance from AI.”

That line links back here so you can review these principles at any time.

Action for you: Consider adopting a similar disclosure so readers understand your creative process.


3. Human Review & Accountability

I review, fact-check, and edit every AI-generated passage before publication. Responsibility for the final content rests with me, not the model. I test all code snippets—either manually or through automated suites—before you ever copy-paste a line.


4. Quality & Validation

AI output must meet the same standards I set for human-written work:

  • Accuracy: Verified against trusted sources or executed code.
  • Clarity: Plain language, active voice, direct instructions.
  • Inclusivity: Respectful phrasing that welcomes all readers.
  • Consistency: Alignment with style guides and domain conventions.

Content that fails any check goes back for revision or deletion—no exceptions.


5. Ethical & Responsible Use

I follow established responsible AI guidelines: fairness, reliability, privacy, security, inclusiveness, transparency, and accountability.

  • I never use AI to create discriminatory, unsafe, or deceptive material.
  • I avoid sensitive personal data in prompts and outputs.
  • I respect intellectual property and license terms; generated text or code is original or properly attributed.

6. Continuous Improvement

AI tools evolve. I monitor new capabilities, limitations, and policy changes, then update these principles and my workflows accordingly. Expect periodic revisions here; each update date appears at the top of the page.


7. Attribution & Community Benefit

Wherever AI accelerates my work, I credit the assistance. When you build on my AI-supported content, pass the credit forward. Transparent attribution fuels trust and helps us learn how to collaborate effectively with AI.


By following these principles, I commit to giving you AI-enhanced content that remains accurate, ethical, and clearly marked—so you can focus on applying the insights, not questioning their origin.

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