Research systems
The question comes before the repository.
These overviews are intentionally bounded. Public source, private research, simulation, and measured hardware are separate release states.
EVALUATION · EXPERIMENTALGhost Teacher
Investigates: capability boundaries, failure modes, and adaptive evaluation.
Actually does: probes a model endpoint, diagnoses failures, and searches the boundary of what the endpoint can do under a defined curriculum.
Evidence: probing traces and failure maps when a reviewed run exists.
Not claimed: a model trainer, a promotion authority, or universal educational capability.
DIAGNOSTICS · ACTIVE DEVELOPMENTTraceGlass
Investigates: where a decision chain breaks between information, belief, action, and consequence.
Actually does: reconstructs decision-chain evidence for analysis and breakpoint diagnosis.
Evidence: chain records, diagnostic views, and failure analysis when the source boundary permits them.
Not claimed: a generic log viewer or an authority that changes the run it observes.
EVALUATION · PUBLIC SOURCEOpen World Model Harness
Investigates: long-horizon behavior under partial information.
Actually does: keeps observations, model decisions, policy, replay, and evaluator-held ground truth separate from the host world runtime.
Evidence: reproducible evaluation and replay artifacts within the public harness boundary.
Not claimed: a replacement for a game engine or permission for model output to own world state.
PHYSICAL AI · SIMULATION PREVIEWOMNI-Q Weird Stuff Machine
Investigates: objective-to-capability routing, verification, recovery, and bounded physical-AI development.
Actually does: exercises a simulation-oriented loop with routing and evidence receipts.
Evidence: mock and simulation results within the public boundary.
Not claimed: trained-VLA capability, hardware performance, or universal household behavior.
REFERENCE LABORATORY · PUBLIC PREVIEWGALVANI
Investigates: bounded electrical, chemistry, and neuroelectric reference models.
Actually does: provides deterministic local reference paths with source provenance and immutable run packages.
Evidence: local reference outputs and run-package lineage.
Not claimed: clinical, biological, or synthetic-model validity beyond the stated reference boundary.
NATIVE EXECUTION · PUBLIC BOUNDARYNeural Foundry
Investigates: portable native model execution, low-precision paths, memory ownership, and receipts.
Actually does: exposes a standalone execution boundary with local planning, checkpoints, integrity, and recovery.
Evidence: source contracts, tests, and bounded execution receipts where available.
Not claimed: that Hub coordination is required or that source presence proves hardware acceptance.