Machine Entity Comprehension: A Black-Box Conformance Framework for Identity, Context and Change
Comprehension as an externally-testable property of a machine entity, formalised as a black-box conformance suite over identity, context and change.
- DOI canonical
- https://doi.org/10.5281/zenodo.21943877
- Companion page (NODE-18, applied source-of-truth)
- https://geometricintelligence.ai/papers/machine-entity-comprehension/
- Zenodo record
- https://zenodo.org/records/21943877
- Zenodo direct PDF (archival encoding, hosted at Zenodo)
- https://zenodo.org/records/21943877/files/machine-entity-comprehension-final-manuscript-v1.0.pdf
- Wikidata entity
- https://www.wikidata.org/wiki/Q141080977
- Author ORCID (Tim Jacobs)
- https://orcid.org/0009-0008-7130-1448
- Evidence anchor (NODE-6 ClaimReview)
- https://kosmos.evidence.ktsglobal.live/claimreviews/machine-entity-comprehension-2026-08/
SHA-256 (primary encoding): 5fc8a4d28b0df18bbc3800a26e54faa197987fc8fed00ff7c6f658cd1e0e5b9e