AI Disclosure

I use AI tools in my work. Specifically, I use subscription-based large language model services to support research, drafting, analysis, and fact-checking. This page explains how, and why I'm transparent about it.

What I Use AI For

Research & Data Analysis

  • Analyzing complex contracts, policy documents, and legislation
  • Cross-referencing vendor pricing data and market trends
  • Synthesizing information from multiple sources
  • Identifying patterns in cybersecurity incidents and library failures

Drafting & Organization

  • Organizing research into clear, structured outlines
  • Generating initial drafts that I heavily edit and revise
  • Helping articulate complex ideas in plain language
  • Restructuring arguments for clarity

Fact-Checking & Verification

  • Double-checking citations and claims
  • Identifying potential errors or inconsistencies
  • Verifying dates, names, and specific details
  • Catching logical gaps in arguments

What I DON'T Use AI For

Why I'm Transparent About This

Some people think using AI means you're not doing real work. I disagree. I use AI the same way I use search, reference tools, or a spell-checker, as infrastructure that makes my thinking sharper and my work faster. Pretending I do not use any tools would be misleading.

I'm not hiding AI use because:

What You Should Know

My use of large language models means:

Proof: My AI Assistant Settings

Here's an example of how I configure an AI assistant to reflect my values:

Questions?

If you want to know how I used AI for a specific piece of work, ask me. I'll tell you.