AI Calibration & Cognitive Augmentation

Building the bridge between
how humans think and
how models reason

Iron Sun Works develops original methodology for AI calibration, human-AI reasoning divergence research, and cognitive augmentation. The work sits at the intersection of alignment, cognitive science, and practical system design.

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Research

Original Work

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 — preserving both sides' logic, not just the outcome.

Architecture

EF Support Platform

An AI-assisted executive function support system grounded in neuroscience. Cognitive modality as a first-class design constraint.

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Writings

Published Essays

Original analysis at the intersection of AI alignment, cognitive science, and system design.

March 2026

The Substrate Gap: Why AI Can't Relate to Humans Without Temporal-Sequential Awareness

The usual diagnosis is that sycophancy is a values problem, or a training problem, or a reward model problem. This essay argues it's a perception problem.

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Works

Products & Systems

AI enables cross-domain thinking at a scale that exceeds human organizational capacity. Iron Sun Works builds the systems that close the gap.

Product

Novalyst

AI-native cognitive infrastructure — externalized memory architecture that gives AI context persistence across sessions, captures unstructured thought with zero friction, and surfaces connections human memory can no longer hold.

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About

Iron Sun Works

Founded by Andre Foti and Jana Cook. Ohio LLC. Iron Sun Works builds cognitive augmentation systems and develops original AI calibration methodology — systems and research that make AI-augmented thinking sustainable and AI reasoning more aligned with human intent.

The name comes from spectroscopy. When sunlight passes through the sun's atmosphere, iron atoms absorb and re-emit specific wavelengths — creating dark lines in the spectrum that reveal the sun's composition. NASA's Solar Dynamics Observatory captures these emissions directly, producing images of the corona at iron wavelengths that show magnetic structure invisible to the naked eye.

The parallel is the work: making invisible cognitive structure visible. What's happening in the gap between human intent and model output. What's happening in the gap between a thought and its organization. Iron in the sun, doing the work you can't see.

NASA SDO image of the sun at 171 angstroms (Fe IX) with magnetic field lines overlaid

171 Angstroms — Iron IX

The sun's corona imaged at the spectral line of iron atoms that have lost eight electrons. False-color gold. The magnetic field lines — overlaid from helioseismic data — show structure that's always there but only visible at the right wavelength.

Image: NASA/SDO/AIA/HMI — Public domain


Get in Touch

Contact

Interested in the research, the methodology, or potential collaboration?

andre@ironsunworks.com