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Transformers
Introduction
from Encoders to Latent Spaces
Latent Spaces and Embeddings
Nearly Orthogonal Vectors
Large Language Models
Old Notes
Ongoing Research and the Future
How to Improve World Models
Progress in LLMs
Parameter Size isn't Everything
Context Windows
Reasoning
Structured Output
Tool Use
From LLMs to Agents
Introduction
The Dual LLM Pattern
The Limits of LLM Based Systems
Can LLMs lead us to AGI?
Why Critics Remain Skeptical
Towards Potential Solutions
The Limits of LLM Based Systems
Conclusions
Autonomous Agents
My own AI Assisted Way of Working
Test-Driven Development
OpenClaw Experiments
From Agents to Networks
A First Network of Agents
The Hierarchy of Agentic Graphs
From Networks to AGI?
Orchestrating Networks
The Limits of AI
What is Artificial 'Intelligence'?
What is Intelligence?
How Language describes the World
Generating New Knowledge with AI
AI in Enterprise
Agentic AI within Software Teams
The Post-Singularity World
Introducton
AI-native Companies
The Risks of AGI
AI Allignment
Cyber Security
Thinking at Machine Speed
Ghosts in the Machine
About Me
Progress in LLMs
Tool Use
January 3, 2026
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