The Thermodynamic Logic of Danger Theory
Proposes context-dependent immune activation is 10-100x more energy efficient than classical models.
Danger Theory–inspired, patent-backed platforms across quantum, climate, AI, sensing, and materials.
Building cross-domain systems for immune monitoring, quantum stability, climate and earth modeling, music and AI, quantum sensors, and materials science.
Arbor Vita Corporation
Hysteresis-Based Stability Control
Danger Theory–inspired innovator Ken Mendoza operates at the intersection of deep biomedical science, scalable software architecture, and a 19-asset intellectual property portfolio. His journey began in the trenches of Silicon Valley tech companies, where he learned to build scalable systems and navigate the complex path from innovation to IPO. His technical foundation spans 25+ years of AI and software development, including leadership roles that culminated in a successful NASDAQ public offering.
The defining moment came during a deeply personal health crisis experienced by Ken's soulmate and the love of his life, Toni. Her medical journey—a relentless series of more than a hundred complex tests involving numerous specialists—ultimately led to the diagnoses of both a brain tumor and autoimmune disease, conditions that had previously gone undetected. This transformative experience exposed fundamental gaps in medical information management and care coordination, inspiring Ken's mission to revolutionize healthcare through AI and fueling the creation of MedAdvocate.
Today, Ken operates at the unique intersection of deep biomedical science, scalable software architecture, and defensible intellectual property backed by a 19-asset intellectual property portfolio. Ken's work develops Danger Theory–inspired computational frameworks that detect danger signals in immune, physical, and AI systems. His research spans from Danger Theory–inspired computational models of immune danger signals and tissue stress to building AI-powered clinical tools.
With 14 patents in proteomics and 5 additional provisional patents spanning quantum computing, AI, materials science, and other domains, plus extensive experience in drug target identification, Ken brings a rare combination of scientific rigor, technical execution, and venture leadership to the next generation of healthcare innovation.
Ken's portfolio comprises 19 active patent applications spanning healthcare, quantum computing, materials science, AI, cybersecurity, and geoscience. The portfolio is strategically structured with core mathematical frameworks held as trade secrets, while domain-specific hardware and applications are patent-backed or filing-ready. Several methods have already been exercised on IBM Quantum systems with Qiskit, providing early hardware validation of the quantum layer.
Hardware-compatible methods for stabilizing quantum error correction and quantum information processing.
Thermodynamic optimization of neural networks that reduces hallucinations and compute cost, with extensions to audio and generative media.
Information-theoretic phase prediction and battery safety, with orders-of-magnitude speedups over traditional simulation.
Quantum-era sensing and security architectures that protect quantum networks and hardware from instability and attack.
Geophysical and geospatial inversion methods for climate, subsurface imaging, and environmental risk.
Computational, Danger Theory–inspired models of tissue stress, immune danger signals, and psychoneuroimmunology.
Biomimetic cybersecurity and deepfake detection using entropy inversion and apoptosis-style defense.
AI-Powered Medical Journey Companion built from lived experience navigating complex care. Consolidates symptoms, tests, and medical records into AI-accessible insights.
Learn MoreComputational Immunology Research Platform exploring Polly Matzinger's Danger Theory and its implications for context-aware clinical AI. Bridging biological pattern recognition with machine learning efficiency.
Learn MoreSaaS & AI Automation Innovation Lab co-founded to develop commercial AI products and build a protected innovation portfolio. Focus on business automation and intelligent systems.
Learn MoreCreated AI-powered medical journey platform
Building the next generation of commercial AI products with protected innovation portfolio
Independent consulting and creative ventures while maintaining expertise in technology and biomedical innovation
Arbor Vita Corporation
Developed 14 patents in proteomics and led drug target identification programs
Digital Lava Inc.
Led innovation resulting in successful NASDAQ IPO
Proposes context-dependent immune activation is 10-100x more energy efficient than classical models.
Traces the paradigm shift in immunology from self/non-self recognition to danger-based activation models.
Analyzes the "low road" neural pathway for high-contrast visual processing and its implications for AI perception.
Ken is actively seeking partnerships and collaborations across multiple domains to bring these innovations to market.
Are you an investor or strategic partner seeking to drive innovation in healthcare AI and biomedical technology? Join Ken Mendoza—AI Healthcare Founder, Biomedical Innovator, and Technology & IP Leader—in building the next generation of medical solutions. Let's explore opportunities in quantum, climate, AI, or immune monitoring together.
"Nature solved computational problems billions of years before we built computers. The immune system is a real-time error correction system operating under noisy conditions—exactly like quantum computers."
— Ken Mendoza