Systems · tools · experiments

Questions,
given form.

From light carrying data to relationships carrying meaning. Eight projects to explore, with the thinking and mechanisms behind them.

A black-and-white FOSL optical code with four corner markers and a dense central payload

01 / Optical transfer research

FOSL

An evidence-first research platform for moving data through light, built to make every experimental claim traceable to the conditions that produced it.

optical computingexperimentationcommunication
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Emergence Engine simulation with glowing agents, resource points, sensing fields, and trails

02 / Artificial-life simulation

Emergence Engine

An interactive ecology where adaptive agents forage, learn, reproduce, and respond to human participation as local rules accumulate into collective behavior.

emergenceartificial intelligencesimulation
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REAL node loop moving through observe, recognize, predict, select, execute, score, compare, and consolidate around a persistent substrate

03 / Alternative learning architecture

REAL Neural Substrate

A standalone research prototype testing whether useful computation can emerge from local agents adapting under metabolic pressure, with learning written into inspectable structure rather than a global gradient.

learningembodimentrelational systems
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ACE mark: a bright blue circular progress arrow surrounding a white check

04 / Applied behavior and household systems

ACE

A mobile-first system that makes everyday effort visible through profiles, XP, review, rewards, shared rooms, and a bounded credit economy.

motivationtoolsbehavior
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