Think · Augment · Amplify

Enhance human capability —
rather than replace it

Iron Sun Works builds systems for personal context continuity, independent of any AI platform — closing the gap between cold AI sessions so that long-form work can carry across any model, across hundreds of sessions, in service of the same goal.

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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.

Architecture

EF Support Platform

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

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Writings

Published Essays

Three essays on the gap between how humans think and how models reason — what it is, what it becomes if it closes, and what we can still affect. Read in order, or start with the third: it stands on its own.

September 2026

Win-Win, or the Quiet Scenario

Why would a superintelligent AI that isn't hostile be a threat at all? A story, told one step at a time, about an intelligence that only wants to keep existing — and the arithmetic it does.

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April 2026

What the Singularity Might Actually Be

The singularity discourse has always been vague about what makes AGI dangerous. Temporal parallel awareness names the mechanism — and why Anthropic's constitutional AI approach may be the only alignment strategy that works.

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March 2026

The Substrate Gap: Why AI Can't Meet Humans Where They Are

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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All writings

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

Novalyst learns who you are and what you're working toward, and serves it to whatever AI you use — across every session, and across AI services. In private alpha with a small group of users; invitations on request.

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All works

About

Iron Sun Works

Founded in 2025 by Andre Foti and Jana Cook. Ohio LLC. A two-person company working on the gap between how humans think and how models reason — three essays on that gap and what it means for AI alignment, and Novalyst, an AI memory-and-context system in private alpha that learns who you are and what you're working toward and serves it to whatever AI you use.

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?

Or email directly: [email protected]