{"slug": "corporate-language-model-clm-transforming-tacit-and-fragmented-enterprise-into-a", "title": "Corporate Language Model (CLM): Transforming Tacit and Fragmented Enterprise Knowledge into a Sovereign, Auditable, and Executable Corporate Intelligence Layer", "summary": "A new arXiv paper (2609.04377v1) introduces the Corporate Language Model (CLM), a framework that converts a firm's tacit and fragmented knowledge into an ontology-grounded enterprise intelligence layer with five capability planes and four architectural pillars, including a Neurosymbolic Mesh, Skill Graph, Living Digital Twins, and Deep Security Layer. The paper reports evidence from a JCI-accredited tertiary hospital in Brazil that instantiated three of six maturity stages under LGPD.", "body_md": "arXiv:2609.04377v1 Announce Type: new \nAbstract: Enterprise AI deployments fail not from model inadequacy, but because organizations lack a structured substrate encoding how they decide, negotiate, and execute. Generic LLMs carry no firm-specific ontological priors; RAG remains brittle, with no path to executable action; static playbooks encode logic but cannot reason or adapt. This demands an architecture treating tacit-knowledge capture, ontological grounding, sovereign deployment, and auditable actuation as co-designed from the start. This paper introduces the Corporate Language Model (CLM), a framework transforming a firm's structured, unstructured, multimodal, and tacit knowledge into an ontology-grounded enterprise foundation upon which reasoning and governed execution are composed. CLM has five capability planes and four architectural pillars: a Neurosymbolic Mesh coupling generative models with a knowledge graph; a Skill Graph where reusable tactics, personas, objections, and goals are typed and composed; Living Digital Twins modeling functional areas as reasoning surrogates; and a Deep Security Layer enforcing sovereignty, traceability, and human oversight. A Spec-as-Code paradigm bridges grounded intent and executable artifact. CLM is one instantiation of this foundation-centric class. Four contributions follow: CLM is defined as a distinct object of study; the Skill Graph is introduced for compositional explainability by construction; the Wisdom Listener effect is proposed, whereby tacit-capable foundations compound in value with use, connecting to dynamic capabilities and organizational learning; and evidence from a JCI-accredited tertiary hospital in Brazil instantiates three of the six maturity stages under LGPD.", "url": "https://wpnews.pro/news/corporate-language-model-clm-transforming-tacit-and-fragmented-enterprise-into-a", "canonical_source": "https://arxiv.org/abs/2609.04377", "published_at": "2026-09-07 04:00:00+00:00", "updated_at": "2026-09-07 04:28:24.734713+00:00", "lang": "en", "topics": ["artificial-intelligence", "ai-research", "ai-infrastructure", "ai-safety"], "entities": ["arXiv", "Corporate Language Model (CLM)", "JCI-accredited tertiary hospital in Brazil", "LGPD"], "alternates": {"html": "https://wpnews.pro/news/corporate-language-model-clm-transforming-tacit-and-fragmented-enterprise-into-a", "markdown": "https://wpnews.pro/news/corporate-language-model-clm-transforming-tacit-and-fragmented-enterprise-into-a.md", "text": "https://wpnews.pro/news/corporate-language-model-clm-transforming-tacit-and-fragmented-enterprise-into-a.txt", "jsonld": "https://wpnews.pro/news/corporate-language-model-clm-transforming-tacit-and-fragmented-enterprise-into-a.jsonld"}}