The Dr. Duffy ecosystem

Structured information · Project brief

AI TableFlow

Can an AI-assisted table workflow remain understandable to its owner?

Public walkthrough pending · October 5, 2026This brief introduces the project and its proposed next test. A public walkthrough is still to be added.

The next experiment

Explore turning a small synthetic dataset into a repeatable working process, with visible fields, decisions, and exceptions.

How to test it

Compare the output with manually checked sample records. Log invented fields, ambiguous values, and the cases that need a person.

What is not established

No reliability benchmark or general-purpose automation claim is established by this overview.

Next evidence needed

Publish a small permitted example with expected output, observed errors, and instructions another person can follow.

Results and failures

No publishable test log or failure record is attached to this brief yet. When evidence is available, the record should include the conditions, expected and actual behavior, limitations, and next decision.

Contribute a useful question

In the free community, name this project and suggest one narrow question, who it helps, a permitted example, and how you would recognize a useful result. Kevin may shortlist feasible ideas for voting.

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