# SPOTLIGHT
Language as world model, and why every other interface is a selection. Machines learned to work with language, three kinds of interaction collapsed into one medium, and the architectural consequence is a design principle: expose the complete linguistic surface first, and derive every GUI, API, and agent interface from it.
# ARTICLES
How decision authority can be distributed when writing with AI, and why the tool for it looks like a text adventure
Interactive writing workbench (German UI): a human/AI allocation mode for every writing step, an Eco-style card index, the manuscript walked as a text adventure with a consistency check, and an AI discussion partner
Interactive demo of MCAT, a Human-AI task-allocation engine: run simulations, explore allocation decisions, Markov blankets, and free-energy minimization
The Strangler Strangler Flow (hereafter: the AI Strangler Flow) reimagines legacy system displacement for the agentic AI era. Unlike traditional big-bang rewrit...
Every major AI routing system optimizes the same question — which model handles this most efficiently — and none of them treat a different question as a first-c...
Kant shows that someone must set the goals, Gödel that someone must evaluate the system from outside, and Wittgenstein that some practices dissolve entirely when the human is removed: together they establish that the human role in AI-enabled work is structural, not transitional.
Logic-Guard-Layer (LGL) is a software architecture designed to close the structural reliability gap in LLM outputs without modifying the underlying model.
The Demo of the Multi-Agent Energy Market Simulation with Lightning Network payments and Mean-Field Game Theory (see the paper)
A slightly irreverent guide to neuro-symbolic validation of Large Language Model outputs
The Demo Implementation of the Logic Guard Layer Whitepaper
This whitepaper presents a decentralized negotiation framework for local energy and resource markets and guides the reader from first principles to implement...
The most famous moral rule ever written overlooks one important aspect: time. This is the crack that opens when you point it at AI, the small fix that closes it, and the one seat no equation will ever fill.
# SYSTEM INFO
ARTICLES: 12
LAST ADDED: 2026-09-17