Associate Professor in neuroscience at MIT, passionate about ethics in modern technological development.
This is not a cheeky call to take the wheel away from engineers. It is a serious diagnosis of the moment we have reached in 2026. Artificial Intelligence has arrived at a turning point. It… Read More »Leave AI to the Humanists
Leibniz conceptualizes a theoretical calculating machine and a universal language (Characteristica Universalis). His goal is a world where disputes are solved not by argument, but by computation: Calculemus (Let us calculate). Part of the 30… Read More »The Calculus Ratiocinator (1685)
Distributed networks deploy hybrid architectures using human cognitive inputs to solve task bottlenecks that baffle pure algorithms. This integration highlights the ongoing necessity of human perception. Part of the 25 Structural Foundations: Shared Intelligence, Human-AI… Read More »The Mechanical Turk Calibration (2005)
Kyunghyun Cho and his colleagues formalized the Gated Recurrent Unit, a highly optimized, streamlined variation of the traditional LSTM network that utilized fewer mathematical parameters while maintaining competitive sequential memory retention. Part of the 33… Read More »The Introduction of the GRU (Gated Recurrent Unit) Model
The normalization of short-range wireless data communication initiated the era of continuous, multi-device sensory tracking, converting physical proximity into digital data streams. Part of the 30 AI Roots Facts: The Mobile Revolution & Big Data… Read More »The Standardization of the Bluetooth 1.1 Specification (2001)
Douglas Lenat created the AM system, which simulated mathematical discovery processes. Operating on basic concepts of set theory, the program independently rediscovered the rules of arithmetic, prime numbers, and Goldbach’s conjecture. Part of the 25… Read More »The Automated Mathematician (AM) Experiment (1976)
OpenAI published foundational papers detailing the evaluation metrics for code generation models, establishing rigorous unit-test execution benches to verify the logical functional correctness of machine-written Python scripts. Part of the 30 AI Roots Facts: 2021… Read More »The Formulation of the Codex Evaluation Framework
Transnational criminal networks executed early successful deepfake audio vishing attacks, utilizing AI vocal clones to convincingly mimic corporate executives on the phone to misdirect multi-million dollar banking wire transfers. Part of the 31 AI Roots… Read More »The Production Proliferation of AI Deepfake Video Fraud in Corporate Infrastructure
A sudden market crash hit the highly specialized, incredibly expensive computers known as “LISP machines.” General-purpose microprocessors from Intel and Sun Microsystems became so fast and cheap that they instantly destroyed the niche AI hardware… Read More »The LISP Machine Market Collapse (1987)
Oncologists integrate deep learning image recognition into cancer detection workflows. The algorithm ensures absolute visual precision, while the doctor provides empathetic patient context and final diagnosis. Part of the 25 Structural Foundations: Shared Intelligence, Human-AI… Read More »AI-Supported Medical Diagnostics (2019)