Human-in-the-Loop Solutions
HUMAN-IN-THE-LOOP SOLUTIONS
AI Annotation
MY PHILOSOPHY

Instructive Flow

The difference between an example that teaches and one that misleads comes down to precision. A response can sound warm, fluent and perfectly natural, but still be completely wrong because of a single word. When language models learn from examples that are not unequivocally correct, the model learns the wrong rule. Multiply that across thousands of examples, and a small slip becomes an ingrained habit. To prevent this, I employ the "4U" check to ensure that an off-beat reply becomes a Golden Response.

UNEQUIVOCALLY CORRECT

Every response is truthful, precisely reasoned and thoughtfully considered.

UNIFORM

When the same situation arises, the response is the same; conscientious, dependable and grounded.

USEFUL

The answer moves the reader forward, not in a squiggle.

UNDERSTANDABLE

A person who is not an expert can read the response and feel met.