Source: https://www.linkedin.com/feed/update/urn%3Ali%3Ashare%3A7207653681192652800
700-Slide Deck: Beyond GenAI-LLMs: Ensure You Are Not Replaced by Generative AI-Large Language Models: Prepare for Post-GPT Future of Cyber-Resilient AI-ML Software Development & Education & Training Skills Development: Advance Beyond GenAI-LLM ‘Data-Driven’ ‘AI Factories’ with Meaning Aware ‘Human-AI’ ‘Ecosystems’:
SSRN Download PDF https://lnkd.in/e9-2fPdF
YouTube Video: https://lnkd.in/eVZmjeHk
“Data is profoundly dumb.” – Judea Pearl
“Consciousness is not a Computation.” – Roger Penrose
#ArtificialIntelligence (#AI) & #MachineLearning (#ML) #Systems including #GenerativeAI and #LargeLanguageModels, given their intrinsic design characteristics, are prone to large scale #systems #failures, including catastrophic failures given their reliance upon #past #data in environments wherein #future is different from the past. Furthermore, increasingly #adversarial #environments, wherein the latest features become bugs become hacks, impose additional #risks of #exploitation of their known as well as #zeroday #vulnerabilities. Hence, there is critical need for building and advancing #Trustable and #ResponsibleAI-ML technologies that are #Agile and #Resilient as well as #Sustainable in terms of both #Agility and #Resilience.
Advancing upon 30-year R&D leading Silicon Valley-Wall Street-Pentagon-Global Digital CEO-CxO #Human-Centered #Meaning-Aware Artificial Intelligence (AI) and #ArtificialGeneralIntelligence (#AGI) practices, our latest 2024 New York State Capitol presentation offers a comprehensive time-tested and globally implemented execution blueprint and implementation playbook to Advance Beyond Generative AI-LLM ‘Data-Driven’ ‘AI Factories’ with Meaning Aware ‘Human-AI’ ‘Ecosystems.’
Having pioneered and led worldwide design and implementation of both Artificial Intelligence & Machine Learning as well as Human Intelligence & Human Learning Knowledge Management Systems practices for 30-years, we draw upon and integrate both streams to help all humans prepare for the #PostGPT #Future of #Cyber-#Resilient AI-ML #Software #Development and #Education & #Training #Skills Development. By drawing upon refereed published R&D adopted, tested, applied and recommended by worldwide institutions, organizations, and governments, we offer an ‘execution playbook’ that can really enable the CEO-CxO vision of ‘Integrating the Past and Innovating the Future’ as starting with the beta version of the first Web browser in early 1990s ‘We Create the Digital Future’™, ‘You Can Too! Let’s Show You How!’
Source Malhotra, Y. Augmented AI Systems for Adversarial-Dynamic Uncertainty & Complexity, IJKEM:
SSRN: https://lnkd.in/gJQwgkra .
Journal: https://lnkd.in/gARf2TpA .
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