AI-Assisted Observation and ~Cortisol Checker~

The boundary between deterministic language analysis and contextual human interpretation.

Observer Attention Is All You Need · v0.2 · Moses Sam Paul

AI-Assisted Observation and `~Cortisol Checker~`

Two different operations

Content analysis and contextual interpretation are not the same operation.

The ~Cortisol Checker~ handler analyzes submitted text under a versioned contract and returns a language-stress-load estimate. It should behave deterministically for the same contract and input. It does not need a person's private identity workshop to perform that bounded analysis.

Identity-contextual interpretation asks a different question: what might the result mean for this participant, in this situation, under this consent? That step may draw on selectively disclosed context, participant reflection, or facilitated review. It must not be silently folded into the content score.

What the checker demonstrates

The working research beta demonstrates registry resolution, consent-scoped invocation, handler contracts, transient raw input, HMAC receipts, sanitized saves, and user-controlled deletion. It does not validate the observed time slice hypothesis or prove that language estimates correspond to biological cortisol.

Human review

AI assistance can surface patterns and inconsistencies, but significant interpretations require human judgment and participant agency. A person should be able to reject an interpretation, add context, or decline saving the result.

Bias and calibration

Stress-associated language varies with dialect, culture, genre, disability, translation, and strategic communication. Evaluation should include adversarial examples and populations outside the original design assumptions. A model that performs consistently on a narrow test set can still fail socially.

Safe claim

The defensible public claim is narrow: this is a privacy-preserving research beta that estimates stress-associated language patterns in text. It is not medical, diagnostic, psychiatric, therapeutic, biological, or cortisol testing.