PinnedGadi SingerinTowards 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.18 min read·Jul 25, 2023--10--10
Gadi SingerinTowards Data ScienceKnowledge Retrieval Takes Center StageGenAI Architecture Shifting from RAG Toward Interpretive Retrieval-Centric Generation (RCG) Models13 min read·Nov 16, 2023--2--2
Gadi SingerinTowards 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 AI12 min read·Apr 17, 2023----
Gadi SingerinTowards Data ScienceMulti-agent Simulation: A Key Function in Inference-time IntelligenceAvoiding combinatorial explosions in multi-agent what-if scenarios9 min read·Oct 25, 2022--4--4
Gadi SingerinTowards Data ScienceBeyond Input-Output Reasoning: Four Key Properties of Cognitive AIThe necessity of World Model, Theory of Mind, Continual Learning, and Late-Binding context.9 min read·Aug 16, 2022--2--2
Gadi SingerinTowards 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.9 min read·May 10, 2022----
Gadi SingerinTowards Data ScienceMultimodality: A New Frontier in Cognitive AIOn modern Multimodal ML architectures and their applications12 min read·Feb 2, 2022----
Gadi SingerinTowards 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…9 min read·Jan 12, 2022----
Gadi SingerinTowards 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 models7 min read·Oct 26, 2021--2--2
Gadi SingerinTowards Data ScienceConceptualization as a Basis for Cognition — Human and MachineA missing link to machine understanding and Cognitive AI9 min read·Sep 14, 2021--2--2