Public work archive

The complete public record.

Search and filter Eric's research, engineering notes, working systems, talks, essays, and experiments. Status and depth stay visible so a draft is never presented like a finished claim.

500+ cataloged pages
Many topics
Live active or evolving

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Each bright node is a recurring topic, and shared work creates the lines between them. Pointer users can select a node; everyone can use the Topic filter below.

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ResearchActive · Flagship

John’s World

A public lab notebook on generated suburbia, continuity, object tracking, and the failure modes inside synthetic worlds.

SystemsEvolving · Deep dive

Coding Model Guide

A practical way to organize serious work with coding agents, from project framing through evaluation.

Model trainingActive · Flagship

Custom Model Training

Dataset design, training choices, evaluation, and release gates for teams deciding when customization is worth it.

Field notesEvolving · Note

Field Notes

Small useful workflows, strange browser discoveries, and edge cases captured close to the work.

Human performanceActive · Flagship

Human Performance

Fitness, fencing, cognition, recovery, and experiments in physical and mental durability.

WritingEvolving · Note

Essays & Public Notes

Frontier essays, observations, predictions, and quick public reflections on AI and work.