Something to ponder on...
Signs of introspection in large language models
https://www.anthropic.com/research/introspection
Emergent Introspective Awareness in Large Language Models
https://transformer-circuits.pub/2025/introspection/index.html
...one way to define consciousness is the necessity of a self-model and a world-model plus the ability to infer these.
Read worthy article and papers by Anthropic (already ~4 months old):
Tracing the thoughts of a large language mode
https://www.anthropic.com/research/tracing-thoughts-language-model
Circuit Tracing: Revealing Computational Graphs in Language Models
https://transformer-circuits.pub/2025/attribution-graphs/methods.html
On the Biology of a Large Language Model
https://transformer-circuits.pub/2025/attribution-graphs/biology.html
In context of Tummi the question might be, if we can extract a knowledge graph from LLMs into an expert system and vice versa?
I have a development system, I have a roadmap, I solved some ethical implications in a first step, now to lay the philosophical foundation....
