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1. -----AGI -----AGI Public

   Фрактально-семантический токенизатор нового поколения: квантовая суперпозиция токенов, морфогенетическое поле, 8-уровневая фрактальная иерархия и семантические графы. Адаптивная токенизация и колла…

2. penumbra penumbra Public

   A real-time active control loop that suppresses LLM hallucinations. Reads the model's hidden states, weighs the real cost of three outcomes — say it plainly, soften the wording, or stay silent — an…

   Python

3. Prevents-LLM-hallucinations-by-making-them-structurally-impossible. Prevents-LLM-hallucinations-by-making-them-structurally-impossible. Public

   Some systems hunt LLM hallucinations. This one leaves them nowhere to land. Penumbra Evo intercepts every edit before it touches your code: a grammar dam kills the impossible, a clone trials meanin…

4. Penumbra-Evo Penumbra-Evo Public

   A next-generation tokenizer has been developed — capable of self-tuning, detecting superpositions before semantic meaning collapses, equipped with five closed loops, and saving 15–30% of tokens. BP…

   Python