Research

Current AI alignment approaches capture what humans prefer but discard why they prefer it. Iron Sun Works develops methodology that preserves the reasoning — and uses it to build richer signal for model calibration than preference ranking alone can provide.

Methodology

Calibration Corpus

A structured methodology for capturing how human cognition diverges from model reasoning.

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Architecture

EF Support Platform

An AI-assisted executive function support system grounded in neuroscience.

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Analysis

Model-Side Process Visibility

Applying process trace analysis to model generation.

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Mechanism

Metacognitive Collective

A self-selecting recruitment mechanism for the humans the research requires.

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