The seed bed

Working together,then changing together.

My current public study asks how people and AI systems can turn collaboration into experience that both sides can reuse, review, and revise. The experiment is still being designed; other studies will be shared when they are ready.

◆ CURRENT STUDY · 01 · germinating

Human–AI co-evolution in practice

What changes when a person and an AI system turn each collaboration into reviewable experience that can shape how both approach the next task?

STUDY IN DESIGN

The study is currently in design. We are refining the task, outcome measures, and system treatment before formal data collection.

planted 2026.09

This study is still taking shape. If you also work on human–AI collaboration, learning, or reviewable agent experience, I would be glad to compare notes. Other experiments will be shared when the time is right.

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RESEARCH

Working together, then changing together.

One human–AI co-evolution experiment in design. Other studies will be shared when the time is right.

SCROLL ↓ TO DIG · DRAG TO LOOK

SEED 01 · GERMINATING

Human–AI co-evolution in practice

What changes when a person and an AI system turn each collaboration into reviewable experience that can shape how both approach the next task?

planted 2026.09 may become · a multi-stage experiment