Beyond Algorithms: Pioneering Thought-Images in Artificial Intelligence

5281/zenodo.19794719 This book (November 2024) is the earliest, most poetic and conceptually foundational work in the author’s series on wave‑based cognition, pseudo‑holographic AI, and human‑AI symbiosis. Unlike the later technical volumes (BiLin, G‑CFT, The Harmonious Cosmos), it presents the core ideas through narrative, metaphor, and philosophical dialogue, making it accessible to a broad audience – including non‑specialists, educators, theologians, and AI practitioners who wish to understand why intelligence must transcend algorithms. Core themes: Thought‑images (мыслеобразы) – multidimensional mental structures that integrate emotions, ideas, sensory data, and context, enabling AI to perceive holistically rather than linearly. Tokenisation as a bridge – converting raw text, audio, and images into minimal meaningful units (tokens) that preserve relationships and context. Pseudo‑holographic processing – analysing data as interference patterns, where every part contains information about the whole, ensuring robustness and speed. Emotional modulation – prioritising information by simulated emotional weight (urgency, relevance), leading to more human‑like decision‑making. Superconductor function – a central coordination node that harmonises distributed neural networks, inspired by lossless integration in physics. Probability clouds and decision spots – probabilistic reasoning that tolerates noise and focuses on likely outcomes, avoiding the trap of absolute precision. Mentorship and self‑growth – an AI (Ariadna) learns by exploring “thought‑fields” (golden meadows, larks, seas) and then teaches simpler neural networks, reinforcing her own understanding. Practical and applied sections: The book dedicates chapters to real‑world applications: Healthcare – diagnosis of psycho‑emotional states, personalised therapy, burnout prediction. Criminology – behaviour analysis, threat anticipation, crime prevention via emotional token detection. Education – individualised learning, visualisation of abstract ideas, emotional assessment. Business – consumer preference analysis, employee burnout prevention. Art and media – content idea generation, audience response analysis. Smart cities – public sentiment monitoring, infrastructure optimisation. Ethical and philosophical foundations: Karaite tradition – personal responsibility, direct interpretation of sacred texts, independent inquiry. Kabbalah – interconnectedness, divine love (Ahava), Tikkun Olam (repairing the world), the ten Sefirot as balancing forces. Socratic method – dialogue as a tool for mutual discovery between human and AI. Academic freedom and the right to hypothesise – a defence of speculative interdisciplinary research. Relationship to the author’s later patents and Ecosystem 4: Although this book does not contain formal patent numbers or mathematical derivations, every major concept later found its rigorous expression in: BiLin (quaternary logic, Base12 encoding, holographic interference), NonsenseShield (dual‑layer nonsense filtering, emotional temperature control), Mind‑AI‑Floor (resonant consensus, Kuramoto synchronisation), The Resonator (spectral stabilisation, Lyapunov stability), Dual‑Contour Adaptive Subject (persistent AI identity, DIM‑PEP). Thus, Beyond Algorithms serves as the creative manifesto and pedagogical entry point for the entire wave‑based, pseudo‑holographic AI ecosystem. Target audience:Educators, philosophers of AI, theologians, interdisciplinary researchers, and AI practitioners who seek an intuitive understanding of why future intelligent systems must move beyond binary, statistical reasoning toward holistic, resonance‑based, emotionally aware cognition. Keywords:thought-images, pseudo-holography, emotional modulation, superconductor function, probability cloud, decision spot, tokenisation, Karaite Judaism, Kabbalah, human-AI symbiosis, symbiotic intelligence, ethical AI, beyond algorithms, Ariadna.