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Computer science students are taught to admire pretraining. Today I want to show you its limit. Pretraining is one of the great technical achievements of our time. A large language model can absorb enormous amounts
Continue readingPretrained Is Not Alive: Why GPT Can Predict but Cannot Receive Reality
Why AI Can Predict But Cannot Yet Receive Reality Yuval Noah Harari is right to say that AI’s first great habitat is bureaucracy. In the 2026 Tanner Lecture on Human Values at Linacre College, University
The most useful analogy for artificial intelligence is not the tool. It is not the calculator, the spreadsheet, the search engine, the assistant, the employee, the intern, the servant, or the machine. The most useful
Continue readingArtificial Intelligence Is a Synthetic Subconscious
The word “agent” is quickly becoming one of the most overused words in artificial intelligence. Everything is becoming an agent. A chatbot with a tool is an agent. A workflow with a model step is
Most people are looking at voice AI from the wrong side. They are listening to the machine. They notice that the voice sounds more natural. They notice that the pauses are better. They notice that
FLORROL STRATEGIC ADVISORSStrategic Advisory Paper The AI Agent Trap Why Investors Should Look for Reality Functions, Not Denominator Manipulation A first-principles investment framework built on John Rector’s Reality Equation Research-Backed Edition June 2026 You can
Florrol Strategic AdvisorsStrategic Advisory Bulletin The AI Agent Trap Why Investors Should Look for Reality Functions, Not Denominator Manipulation Most AI investors are still evaluating artificial intelligence by capability. They ask how large the model
Most people do not think of Meta as an AI company. They think of Meta as Facebook. Instagram. Reels. WhatsApp. Messenger. Social media. Feeds. Friends. Photos. Influencers. Ads between videos. That is understandable, but it
Continue readingMeta Is the AI Translator Hiding in Plain Sight
The hardest part of artificial intelligence is not understanding that it can do work. Most people already know that. They have seen AI write documents, generate images, produce software, summarize meetings, analyze contracts, draft biographies,
Continue readingWhat Gets Absorbed by the Synthetic Subconscious?
Most conversations about artificial intelligence in the workforce are still trapped inside the old model of delegation. The assumption is simple: a human decides what needs to be done, converts that decision into an instruction,