Episodic-to-semantic memory consolidation architectures for agents
What architectures most effectively consolidate raw episodic traces into reusable semantic knowledge for Artificial Intelligence (AI) agents, and which triggers, review loops, and intermediate represe…
Plato's Forms and the 'Map Is Not the Territory'
What are the core tensions and possible symbiosis between Plato's claim that Forms are the truest reality and the modern semiotic claim that representations (maps, symbols, images) are not the territo…
Domain Emergence in Semantic Networks, Cognition, and Organizational Structure
How do dense semantic graph structures, attractor-like concept stabilization, and distributed ownership or interpretation jointly drive the emergence and persistence of conceptual domains in enterpris…
Joint Embedding Predictive Architecture (JEPA) shift
Is the shift from text-token prediction to Joint Embedding Predictive Architecture (JEPA)-style video outcome prediction the same class of problem as the shift from video prediction to physically grou…
The Complexity Horizon
In what ways does the Complexity Horizon of deeply nested, microservice-oriented classical architectures create an epistemic barrier where a deterministic system becomes just as uninterpretable and op…
In-Context Learning and Chain-of-Thought Prompting
What are the empirical boundaries of in-context learning and chain-of-thought prompting when they are used to push a purely predictive statistical architecture toward intervention questions and altern…
The Stochastic Parrot Under Pressure
How does the Stochastic Parrot hypothesis, the claim that Large Language Models (LLMs) reproduce linguistic form more readily than grounded structural understanding, manifest when an LLM is presented…
Endsley Model of Situational Awareness deep dive
What is the Endsley Model of situational awareness, meaning the perception of relevant elements, comprehension of their meaning, and projection of their near-future status, how are its three levels de…
Human cognitive bias toward Artificial Intelligence (AI) correctness and…
To what extent do humans systematically over-trust AI-generated explanations, and what mechanisms, automation bias, RLHF-induced sycophancy in post-training, and the polysemantic nature of internal mo…
What is Yann LeCun's complete argument against Large Language Models as a path…
What is Yann LeCun's complete and precise argument against Large Language Models (LLMs) as a path to autonomous machine intelligence, meaning Artificial Intelligence (AI) that can reason, plan, and ac…
Claude mythos: character, soul documents, and narrative identity in large…
What is the "Claude mythos" - the narrative, character, and values framework Anthropic has built into Claude - and who else in the industry is doing similar work on giving large language models (LLMs)…
The Unknowability of the Universe
What does JB Manchak's treatment of General Relativity (GR) and Zen Buddhism reveal about the epistemological limits of human knowledge: specifically, is the universe fundamentally unknowable, and if…
Rory Sutherland's core tenets
What are Rory Sutherland's core intellectual tenets, particularly around anti-bureaucracy, customer thinking, and behavioral economics, and what practical implications do they hold for business strate…
Are Human Brains Just Prediction Machines? Comparing Predictive Processing and…
What is the fundamental difference between the predictive processing account of human cognition — in which the brain continuously generates and updates a generative model of the world — and Large Lang…
Working memory architecture, prefrontal cortex contextual gating, and…
How do human brains store, compress, retrieve, and dynamically layer multiple types of contextual knowledge — values, goals, rules, current state, and immediate task — when making decisions, and what…
Artificial Intelligence (AI) Memory Systems
What is the current state of Artificial Intelligence (AI) memory systems — across Retrieval-Augmented Generation (RAG) research, commercial AI vendor implementations (GitHub Copilot, Gemini, Claude, a…
Three disciplines, one answer
Software engineering (Fred Brooks, 1975), evolutionary psychology (Robin Dunbar, 1992), and graph
theory each independently arrive at the same structural limit: approximately 5 people for a
high-coord…
Exploration-synthesis gap
During periods of rapid exploration — such as the current wave of Artificial Intelligence (AI) / Large Language Model (LLM) adoption inside organisations — individuals and teams routinely duplicate ef…
The DIKW pyramid: transformation functions from data to information to…
What are the transformation functions that move between the levels of the DIKW pyramid — Data → Information → Knowledge → Wisdom? What cognitive, computational, and organisational mechanisms perform e…
Interoception and the predictive self
What is the evidence that the sense of self emerges from interoceptive predictive processing — and what are the implications for understanding depersonalisation, emotion, and mental illness?
The hard problem vs. the real problem of consciousness
What is the difference between Chalmers' "hard problem" and Seth's "real problem" of consciousness — is the real-problem strategy a genuine advance or a deferrment of the original question?
Free energy, entropy, and life
Why do living organisms need predictive brains? What is the precise relationship between the thermodynamic concept of entropy (disorder), the information-theoretic concept of free energy (surprise), K…
Controlled hallucination
What is the evidence that perception is a generative, top-down process rather than a bottom-up readout of the world — and what are the strongest objections to Seth's "controlled hallucination" framing…
Predictive processing and active inference
What exactly is the predictive processing / active inference framework, how does it differ from classical feedforward models of perception, and what is the empirical status of the free energy principl…
Reality Is A Controlled Hallucination — Anil Seth (Essentia Foundation)
What are the key concepts presented in Anil Seth's "Reality Is A Controlled Hallucination" (https://youtu.be/HYUoS0GkGCs), and how do they relate to and reinforce each other when synthesised?