Artem X 

Meta-Spider Framework — https://codeberg.org/imperius/meta-spider
Documentation on Codeberg Pages (RU, EN)  - https://imperius.codeberg.page/meta-spider/

Meta-Qwen-4b (the wrapper for Qwen-4b) - https://huggingface.co/Imperius/Meta-Qwen3.5-4B
Meta-Granite-8b (the wrapper for Granite-8b) - https://huggingface.co/Imperius/meta-granite-3.3-8b-instruct

In this short essay, I want to reflect on how AI is depicted in fiction, or more specifically, on intelligent machines capable of solving all intellectual tasks at a human level or better.

Why are the first two Terminator films still the most realistic depiction of AI in fiction? What does James Cameron's technical background have to do with it? And why are intelligent computers almost always portrayed as "silicon humans"?

A story about a mid-1990s AI research project that its author packaged as a computer game.

What if an LLM could observe its own hidden states? Meta-transformers use cognitive tokens and meta-attention to turn internal uncertainty into usable signal.
https://dev.to/imperius_903049e65aa91ec5/meta-attention-is-all-you-need-1797