How I use AI

I use AI to help structure information, explore approaches, and prepare drafts and working materials. I am responsible for reviewing what I deliver.

A useful workflow shows where its information came from, what remains uncertain, and when a person needs to take over. AI output can be incomplete or wrong; the checking steps belong in the process.

I agree the tools and permitted inputs with you before starting. Please do not send sensitive information in an inquiry. A task that needs sensitive HR, medical, or legal data is outside this offer.

The weekly brief is a functioning browser-based tool with fictional sample records, built with AI assistance and human direction. Its counts, date checks, topic totals and duplicate checks run locally with deterministic rules; topics are selected by the user. A separate, optional AI second look sends notes the visitor confirms are fictional through Dorian’s backend to OpenAI after an explicit request. It offers suggestions to check against the original notes and cannot change the counts. A person can accept, edit or omit each suggestion, and any included AI-origin text requires another review before export. See Privacy for service handling. This remains self-directed demonstration work, not a paid-client case study or a measured time-saving claim.

Examples are labeled honestly.

An independent example shows an approach. A prototype shows work in progress. Neither establishes a paid-client outcome, measured time saving, or a service that is ready for autonomous use.