Projects

Research, with its limits visible.

Two subjects have been explored to date. These pages set out questions and boundaries; Pantheon-specific methods, results, and reproducible artifacts are not published here.

Research to date

OpenVLA-related research

An inquiry into how vision-language-action approaches might apply to bounded robotics tasks.

Questions for further evaluation

  • How should a bounded robotics task be defined before considering a vision-language-action approach?
  • What scripted or classical baseline would make a comparison meaningful?
  • Which failure modes and limits would need to be recorded?

Pantheon does not claim a deployed robot, a trained general-purpose model, or a benchmark result.

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Research to date

Quantum CFD

An inquiry into possible quantum and hybrid approaches to bounded computational fluid dynamics problems.

Questions for further evaluation

  • Which narrowly defined CFD sub-problem would make a meaningful evaluation possible?
  • What classical baseline and error measure would be appropriate?
  • How should compute cost and solution quality be compared without presuming quantum advantage?

Pantheon does not claim quantum advantage, validated acceleration, or a production capability.

Read research note