Each layer cascades downward but influence flows upward through user calibration.

Date Published: March 2026

How they work and where to consider risks & costs

Date Publshed: December 2025

By asking the model to assess you in the axis of Cognition, emotion, motivation and communication - calibration lets the model learn your linguistic fingerprint through repetition, context, and correction by aligning tone and logic to your natural style.

Date published: October 2025

A humor based calibrationb guide to understand how AI works but with Aussie pub and beer metaphors!

Date published: November 2025

This paper advocates for deliberate transparency, ethical infrastructure, and multi‑domain responsibility as prerequisites for any sustainable AI future.

Date published: August, 2025