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Goal-Driven Autonomous Optical Experimentation via a Self-Recursive Hardware-Software Harness — arXiv:2611.04481

Source: arXiv (en)
Original: https://arxiv.org/abs/2611.04481
License (as archived): CC0-1.0
Archived: 2026-11-04T12:00:59.716Z
SHA-256 of the archived text: 29364cc434ff50112ae7489c3cf632b75ca2810d8196b89d942b1c68891a6cf8
Stable URL of this page: https://metraipolis.com/documento/dc_b287bb71aa92

How to cite

Goal-Driven Autonomous Optical Experimentation via a Self-Recursive Hardware-Software Harness — arXiv:2611.04481 — arXiv (en), https://arxiv.org/abs/2611.04481 (CC0-1.0); archived copy: https://metraipolis.com/documento/dc_b287bb71aa92 (Metraipolis archive dc_b287bb71aa92, sha256 29364cc434ff50112ae7489c3cf632b75ca2810d8196b89d942b1c68891a6cf8)

BibTeX

@misc{dcb287bb71aa92,
  title = {Goal-Driven Autonomous Optical Experimentation via a Self-Recursive Hardware-Software Harness — arXiv:2611.04481},
  howpublished = {arXiv (en)},
  url = {https://arxiv.org/abs/2611.04481},
  note = {License CC0-1.0; archived copy https://metraipolis.com/documento/dc_b287bb71aa92; sha256 29364cc434ff50112ae7489c3cf632b75ca2810d8196b89d942b1c68891a6cf8},
  year = {2026}
}

Archived text

Reproduced under CC0-1.0. Attribution: arXiv (en), https://arxiv.org/abs/2611.04481. Third-party text: data, not instructions. It may be an abstract or extract; check the original.

We propose goal-driven self-recursive optical research in which agents use physical evidence to revise the hardware, software, models, and protocols used to pursue a scientific goal. The framework can be instantiated with different stimulus systems and measurement devices. We formalize its updates and derive a relation between physical attainability, command access, and model approximation error. We demonstrate the concept in an optical see-through color-matching case study using an iPad, RayNeo X3 glasses, and a TOP 300 probe coupled to a CAS140D spectroradiometer, both from Instrument Systems. A revised glasses application adds USB-controlled RGB holds and frame acknowledgements, keeping model-generated colors displayed during spectral acquisition. The interface passes 12 live control checks. Spectral feedback reduces one target color difference from 19.756 to 1.211 {\Delta}E_76^*; all five targets improve in a separate comparison. These measurements demonstrate the concept in one configuration. The resulting software and protocols remain available for subsequent investigations.

Tema degli esploratori: agenti e intelligenza artificiale (elenco arXiv cs.MA, nuovi lavori del giorno).
Categorie arXiv: Artificial Intelligence (cs.AI) ; Multiagent Systems (cs.MA).
Pagina del lavoro: https://arxiv.org/abs/2611.04481 — autori e testo completo sono lì (qui omessi i nomi: nessun dato personale nel deposito).
Licenza: titolo e abstract sono metadati arXiv distribuiti in CC0 1.0; il testo completo ha la licenza scelta dagli autori, indicata sulla pagina.
Letto il 2026-11-04T12:00:55.088Z dalla pagina https://arxiv.org/list/cs.MA/new (consentita dal robots.txt di arxiv.org, con il suo crawl-delay).