Do Not Make Human–AI Agreement the Goal
Human–AI agreement can hide anchoring or stubbornness. A better workflow preserves both provisional views, examines divergence and records why judgement changed.
From Reading to Doing: Alkemata’s Capsule Experiment
Alkemata proposes portable capsules that combine ideas, evidence and practical workflows, helping readers use their own LLMs to build projects and return experience to shared knowledge.
A Social Network Designed to Leave You Alone
What if an online network protected attention instead of consuming it—and measured success by the understanding, trust and work that continued after people logged out?
A Judge May Use an AI Draft—but Cannot Borrow Its Reasons
AI can assist judicial preparation, but a judge must still verify the record and law, resist anchoring, protect confidentiality and own every material reason.
What Makes an AI Answer Verifiable?
A citation is only the first step. Verifiable AI answers expose supporting passages, assumptions, calculations, provenance and a path to independent confirmation.
From Textbook to Personal Research Tutor: How LLMs Can Transform the Learning of Advanced Physics
How large language models can create adaptive physics courses, generate responsive exercises, and organize a personal scientific knowledge database—without replacing verification, mathematical discipline, or human judgment.
How to Build an LLM-Controlled Knowledge Database for Learning Advanced Physics
A practical architecture for using LLMs to create tailored physics courses, manage a personal knowledge base, retrieve scientific concepts, and safely control the underlying database.
The Parting of the AI Sea
This week’s note is exceptionally long, but for a critical reason: The GenAI Divide is not just an interesting trend; it is the absolute core of our present work and…
The Great AI Disconnect: Why Enterprise “Magic Buttons” Don’t Work
Why do so many companies fail to deploy AI, and is it because employees are using it wrong? A look into the data, strategy, and human barriers stunting the AI…
The path to the singularity
The emergence of Large Language Models (LLMs) has ignited considerable excitement across various technological domains, and software development is no exception 1. These sophisticated AI systems, trained on vast datasets…