FOR IMMEDIATE RELEASE · April 29, 2026 · Rio Rancho, New Mexico
Rio Rancho, New Mexico — KYield, Inc. today announced the production release of the KYield Operating System (KOS) version 3, the company's enterprise-grade neurosymbolic AI platform built to operate at organizational scale under regulatory scrutiny. The release coincides with the publication of "The Science of Uncertainty," a companion paper authored by KYield founder and CEO Mark Montgomery that traces the scientific lineage of neurosymbolic AI from Boltzmann's 1872 statistical entropy through present-day enterprise deployment.
The paper documents what leading scientists have argued for over a century: that scale alone is necessary but insufficient for reliable intelligence. Drawing on foundational work from Boltzmann, Shannon, Solomonoff, Vapnik and Chervonenkis, and the broader scientific tradition, the paper makes the case that neural systems must be paired with deterministic symbolic infrastructure to achieve the accuracy required by regulated industries. The full paper is available at kyield.com.
"The degree of accuracy can and often has determined the course of history for individual lives, businesses, nations, and entire civilizations."
— Mark Montgomery, The Science of Uncertainty (2026)In a WSJ Pro Venture Capital quote in September 2025, Montgomery argued that enterprise AI requires a different foundation than consumer-facing chatbots: "Do the work necessary to provide customers with what they need prior to launch, including security, accuracy, affordability, ease of use and financial sustainability. In most cases, running GenAI and agentic AI won't meet the needs of enterprise customers because they are running on LLMs."
KOS v3 introduces a Chief Knowledge Officer (CKO) module providing enterprise-wide governance over autonomous AI agents, including authorization frameworks, semantic architecture configuration, and corporate compliance settings. The v3 release also extends DANA (Digital Assistant with Neuroanatomical Analytics) — the personalized digital assistant embedded for every employee — with prescient search, captured preventions, semantic data valves, and a built-in incentive program that aligns behavioral economics with knowledge creation. DANA is self-tailored to each entity in natural language and integrates with top-tier LLMs when generative capability is required.
KOS v3 is built on a foundation of W3C standards (RDF, OWL) with explicit provenance tracking. Every system decision can be traced backward to the precise semantic triple, ontological constraint, and source data that produced it — converting AI from an uninsurable liability into an auditable, strategically governed asset.
The release also incorporates initial elements of KYield's second-generation Synthetic Genius Machine (SGM) architecture, with full SGM deployment scheduled for subsequent releases.
KOS v3 is available now in both cloud-hosted and on-premises configurations, with full data sovereignty and flexible deployment topology to meet the requirements of regulated industries, sovereign customers, and enterprises with strict data residency mandates. The current release supports integration with multiple top-tier LLMs through DANA's architecture, with two leading models actively deployed in current configurations. KYield is in active discussions with major hardware infrastructure providers regarding strategic partnerships aligned on customer data protection and sovereignty.
KOS v3 is available for qualified enterprise deployment through direct engagement with KYield.
KYield reports active engagement with several hundred enterprise CEOs and senior leadership teams, with dozens of S&P 500 and Global 2000 companies under non-disclosure agreement and several actively evaluating KOS for adoption. The company has collaborated with mid-market CEOs on an industry-specific configuration of the KOS in a large vertical, and has signed NDAs with top-10 technology infrastructure providers regarding strategic partnerships.
Recent weeks have brought serious interest from top-tier growth investors and ongoing discussions with leading banks and institutional investors regarding strategic funding to support enterprise deployment scale.
KOS v3 is licensed through a flexible commercial model combining a low per-person fee, an annual enterprise license, and usage-based fees aligned with actual deployment scope.
Founded in 1997 and headquartered in Rio Rancho, New Mexico, KYield, Inc. is a neurosymbolic AI pioneer focused on enterprise-grade deployment at scale. The company holds foundational intellectual property in the field, including U.S. Patent #8,005,778 ("Modular system for optimizing knowledge yield in the digital workplace"). KYield's work has been featured in Marketplace, Info-Tech Research Group's Tech Trends 2025 report, WSJ Pro Venture Capital, and across leading enterprise AI publications. Mark Montgomery, founder and CEO, has been an early-stage catalyst across multiple major technology companies and a longtime contributor to the academic and industry conversations on neurosymbolic AI.
For more information, visit kyield.com.
Mark Montgomery
Founder & CEO, KYield, Inc.
media@kyield.com