AI Researcher, Cognitive Technologist Inventor - AI Thinking, Think Chain Innovator - AIOT, XAI, Autonomous Cars, IIOT Founder Fisheyebox Spatial Computing Savant, Transformative Leader, Industry X.0 Practitioner What is The Next Big Thing in #AITechnology - Reality, Causality and Mentality? The Next Game is Reality and Causality. The main features involved in the Causal Revolution are disruptive scientific and technological changes, as in: A comprehensive, consistent and coherent causal model of the world for humans and computers. Real AI as Causal Machine Intelligence and Learning involves Causal Logic and Causal Models, Causal Learning, Causal Understanding and Causal Decision, Predictions and Action. Formal Symbolic Logic, as propositional, first/second/higher order predicate logic, as logical relations or part-whole relations, made the engine of #SymbolicAI, and largely blamed for two long "AI winters".

AI Researcher, Cognitive Technologist Inventor - AI Thinking, Think Chain Innovator - AIOT, XAI, Autonomous Cars, IIOT Founder Fisheyebox Spatial Computing Savant, Transformative Leader, Industry X.0 Practitioner How To Modeling Causality for Real #AI? Causality is represented mathematically via Structural Causal Models (SCMs), with two key elements, a graph and a set of equations. The golden standard causal graph, C E, R, is a Bidirected Cyclic Multi-Graph or Causal Loop-Graph Network (BCG/CGN), where entity-vertices E (circles, nodes, points) in a causal BCG represent variables and edges R (arrows, links, ties, arcs, lines) represent causation, direct or inverse. It is strongly connected containing a directed path from x to y (and from y to x) for every pair of vertices (x, y), while having circuits or loops, that is, arcs that directly connect nodes with themselves, and multiple arrows with the same source and target nodes, thus covering all possible directed graphs as a Directed Acyclic Graphs (DAG) or weighted directed graphs/networks. The set of equations is a Structural Equation Model (SEM), showing the causal connections and the details of the relationship. SEMs represent all possible interrelationships between or among variables.

AI Researcher, Cognitive Technologist Inventor - AI Thinking, Think Chain Innovator - AIOT, XAI, Autonomous Cars, IIOT Founder Fisheyebox Spatial Computing Savant, Transformative Leader, Industry X.0 Practitioner Why Car makers to issue new marketing guidelines for #autonomousdriving tech? With automated driving features set to be unleashed on motorways next year, car manufacturers and industry have created a new set of guidelines to ensure the technology is marketed'accurately and responsibly' to drivers. Concerns around the safety implications and mis-selling of varying technologies and their capabilities has resulted in the Society of Motor Manufacturers and Traders, SMMT publishing guiding principles to ensure motorists know if and when they can use hands-free driving features. These new guidelines have been co-developed and agreed by experts within the Centre for Connected and #AutonomousVehicles and backed by road safety groups. The industry-led principles will ensure consumers receive'consistent and clear information' regarding the difference between'automated' and'assisted' driving features, with the latter requiring drivers to keep their hands on the wheel at all times.