# The NSAI Guide: Non-Stochastic AI Architecture and Execution

> Source: <https://discuss.huggingface.co/t/the-nsai-guide-non-stochastic-ai-architecture-and-execution/191033#post_1>
> Published: 2026-10-26 13:09:24+00:00

`the-nsai-guide` serves as the core documentation and implementation reference for **Non-Stochastic AI (NSAI)** architecture. It demonstrates how to enforce absolute structural boundaries at the token generation layer using custom Hugging Face `LogitsProcessor` scripts.

Instead of relying solely on prompt engineering or post-hoc parsing, the underlying engine—**`pklm-core`**—intercepts logits directly during generation, applying deterministic constraints rooted in **Paninian Karaka syntax modeling** to eliminate semantic drift and enforce exact output schemata.

`the-nsai-guide`