Research software

Investigate the behavior, keep the evidence.

Research software is defined by its research role, not by whether a repository happens to be visible. This index separates what each system investigates, what it actually does, what evidence it retains, and what it does not claim.

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 · EXPERIMENTAL

Ghost 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 DEVELOPMENT

TraceGlass

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.

SIMULATION · PUBLIC SOURCE

CHAINSIGHT

Investigates: industrial operations planning, governance, bounded execution, verification, and reconciliation.

Actually does: provides a simulation-first world with explicit observe, validate, forecast, simulate, govern, commit, verify, and replan stages.

Evidence: deterministic simulation, replay, and bounded execution records.

Not claimed: an ERP, MES, safety controller, or physical-autonomy system.

PHYSICAL AI · SIMULATION PREVIEW

OMNI-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.

RECONSTRUCTION · PUBLIC SOURCE

STRATA

Investigates: spatial-temporal reconstruction of places from maps, photographs, terrain, records, geometry, and historical documents.

Actually does: keeps sources, observations, assertions, uncertainty, branches, provenance, and deterministic scene compilation separate.

Evidence: portable projects, content-addressed source blobs, and renderer-neutral exports.

Not claimed: that evidence is historical truth without an explicit supported assertion.

OPTICAL TRANSPORT · PUBLIC SOURCE

GLYPH

Investigates: bounded offline transport of binary data through visible pixels.

Actually does: provides manifest, hashing, codec, FEC, PNG, synthetic capture, session, and checkpoint seams.

Evidence: local encode/decode and integrity contracts within the reference boundary.

Not claimed: optical hardware, GPU execution, throughput, or protocol conformance.

SENSING · PUBLIC SOURCE

SIDECHANNEL

Investigates: spatially aligned sensing features, freshness, privacy, and replayable local evidence.

Actually does: combines deterministic simulation and local session tooling around bounded spatial contracts.

Evidence: replayable sessions, event detection, and evidence receipts.

Not claimed: raw payload retention, persistent device identity, physical actuation, or causation.

NATIVE EXECUTION · PUBLIC BOUNDARY

Neural 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.

Experiments

A simulator is evidence of a simulator.

Research surfaces may include simulation, fixtures, probes, source-only contracts, unit verification, hardware observation, or burn evidence. The label stays attached to the result so a reader can tell which layer they are seeing.

Source only A documented implementation or interface exists.
Unit verified Isolated behavior is checked by tests or reference fixtures.
Hardware observed A named workload ran on named hardware with retained evidence.
Promotion eligible A separate governance decision has accepted the evidence for a broader claim.
Research boundary

Research is not a synonym for public source.

A research system may be public, private, Open Canopy, source-available, or held out. The research role and the release boundary remain independent metadata dimensions.