Research

A guided map of the scientific program.

Each research direction begins with a physical problem, states the comparison that could disprove it, and keeps planned experiments separate from results.

CLAIMS REMAIN HYPOTHESES

Evidence spine

One architecture. Related research questions.

Recorded physical interaction feeds a common evidence core, then branches into bounded research extensions.

See the Phase One evidence program

PlainHand research architecture. One synchronized physical record feeds a compatibility gate, four evidence objectives, and eight connected research extensions. — FIG. 00PlainHand research architecture

Research extensions

Eight questions. Permanent paths into the detail.

01UNDER INVESTIGATION

Adaptive Sensor Attention

Can a model change how strongly it relies on each available sense from moment to moment?

Open the deep dive ↗02RESEARCH EXTENSION

Hierarchical coherence

Does explicit and recursively refined comparison structure add value beyond hierarchy learned implicitly by a strong model?

Open the deep dive ↗03WORKING REPRESENTATION HYPOTHESIS

Movement vocabulary and packets

Can small pieces of physical interaction become reusable units that transfer across objects and tasks?

Open the deep dive ↗04PROPOSED HYPOTHESIS

Learning from a few successful attempts

What reusable relationships can be learned from the unavoidable variation among only a few successes?

Open the deep dive ↗05RESEARCH EXTENSION

Two directions of learning

Can physical interaction produce a policy from which a useful predictive world model can later be recovered?

Open the deep dive ↗06RESEARCH DIRECTION

Agent structure discovery

Can bounded computational agents discover how learning information should be connected, grouped, weighted, stabilized, and extended?

Open the deep dive ↗07RESEARCH EXTENSION

Recovery under irreversible contact

Can a learning system recover useful structure from contact events that permanently change the state of the world, or does it only succeed when the physical trajectory remains reversible?

Open the deep dive ↗

08RESEARCH EXTENSION

Language at every layer

I asked my LLM to clean my room. It built me a Castle. Coming sooner then you think.

Evidence status

See exactly where each idea stands.

Open the public status ledger Propose a collaboration