Data Architecture Determines AI Success with Thomas Elliott скачать в хорошем качестве

Data Architecture Determines AI Success with Thomas Elliott

In this episode of You & AI, we’re diving deep into the enterprise AI stack, from modular architecture and regulation to human-centered intelligence, cognitive reliability, and democratizing computational power. AI strategist Thomas Elliott will demonstrate Real improvement in the data layer that lead to improved performance and reduced costs for designing your AI systems. What You'll Learn • Why 46% of AI projects fail and $140 billion gets wasted annually • The hidden semantic layer that connects disparate enterprise data systems • How graph neural networks eliminate AI hallucinations through deterministic paths • Why your AI models should be interchangeable (not locked into waterfall architecture) • The psychological safety risks AI creates beyond traditional cybersecurity concerns • How to build "layers of doubt" into AI systems for responsible inference • Why modular AI architecture beats monolithic transformers for enterprise scale Timestamps 02:35 - The $140 billion AI failure crisis 04:31 - Graph theory foundations (back to the 1700s) 08:09 - Graph neural networks vs probabilistic models 11:42 - Building semantic layers for enterprise AI 25:26 - The deployment obsolescence trap 27:06 - Why AI models must be interchangeable 37:00 - Psychological safety as the new security paradigm 41:40 - Memory and cognitive function in responsible AI 45:21 - Risk scoring to prevent hallucinations 50:58 - The future of cooperative intelligence systems Referenced Tools, Companies, or Links Your AI Action Plan - actionplan.youraugmentedlife.com S&P Global - Market research and analytics IDC - Technology market intelligence PostgreSQL - Open source database (postgresql.org) Cassandra - Distributed database (cassandra.apache.org) Hadoop - Big data processing (hadoop.apache.org) Ericsson - Telecom infrastructure (ericsson.com) OpenAI - AI research company (openai.com) Datadog - Observability platform (datadoghq.com) AWS Bedrock - Managed AI service (aws.amazon.com/bedrock) Computing for Humanity - computingforhumanity.ca My Research Cloud - myresourcecloud.ca Guest Contact Info Thomas Elliott: linkedin.com/in/elliott-cloudnative Website: youraugmentedlife.com Computing for Humanity: computingforhumanity.ca My Research Cloud: myresourcecloud.ca Company: datanised.com