Published inTowards Data ScienceThe AI Developer’s Dilemma: Proprietary AI vs. Open Source EcosystemFundamental Choices Impacting Integration and Deployment at Scale of GenAI into BusinessesSep 302Sep 302
Published inTowards Data ScienceKnowledge Retrieval Takes Center StageGenAI Architecture Shifting from RAG Toward Interpretive Retrieval-Centric Generation (RCG) ModelsNov 16, 20232Nov 16, 20232
Published inTowards Data ScienceSurvival of the Fittest: Compact Generative AI Models Are the Future for Cost-Effective AI at ScaleThe case for nimble, targeted, retrieval-based models as the best solution for generative AI applications deployed at scale.Jul 25, 202312Jul 25, 202312
Published inTowards Data ScienceHave Machines Just Made an Evolutionary Leap to Speak in Human Language?Assessing where we are on the journey to deep, meaningful communication between people and their AIApr 17, 2023Apr 17, 2023
Published inTowards Data ScienceMulti-agent Simulation: A Key Function in Inference-time IntelligenceAvoiding combinatorial explosions in multi-agent what-if scenariosOct 25, 20224Oct 25, 20224
Published inTowards Data ScienceBeyond Input-Output Reasoning: Four Key Properties of Cognitive AIThe necessity of World Model, Theory of Mind, Continual Learning, and Late-Binding context.Aug 16, 20222Aug 16, 20222
Published inTowards Data ScienceAdvancing Machine Intelligence: Why Context Is EverythingMost of us have heard the phrase, “Image is everything.” But when it comes to taking AI to the next level, it’s context that is everything.May 10, 2022May 10, 2022
Published inTowards Data ScienceMultimodality: A New Frontier in Cognitive AIOn modern Multimodal ML architectures and their applicationsFeb 2, 2022Feb 2, 2022
Published inTowards Data ScienceLM!=KM: The Five Reasons Why Language Models Fall Short of Supporting Knowledge Model Requirements…Large language models (LMs) have demonstrated that they can serve as relatively good knowledge models (KMs). But do they excel at…Jan 12, 2022Jan 12, 2022
Published inTowards Data ScienceNo One Rung to Rule Them All: Addressing Scale and Expediency in Knowledge-Based AICognitive AI, hierarchy of knowledge, and the answer to the unsustainable growth of all-inclusive deep-learning modelsOct 26, 20212Oct 26, 20212