---
title: "ADSM: from probability to determinism"
description: "This publication on Habr describes how the probabilistic nature of LLMs gives way to deterministic outcomes through the structure of the project base."
date: 2025-10-08
display_date: "8 October 2025"
image: "/img/blog/2025/20251008-01-adsm-probability-to-determinism.png"
image_alt: "ADSM: from probability to determinism"
---

# ADSM: from probability to determinism

<zoom-img src="/img/blog/2025/20251008-01-adsm-probability-to-determinism.png"
        alt="ADSM: from probability to determinism" width="100px"></zoom-img>

The post explains how language models operate through the frame of a probabilistic calculator.
        Context is treated as both program and memory: every new token updates the computational state.
        Iterative processing comes from the context window limit, while the project base sets the available
        coupling models and semantic constraints. Dense documentation reduces response variability — determinism
        emerges from the structure of knowledge and the alignment of requirements. A human shapes the project
        architecture and programs the model through the textual environment, while the agent carries out
        computations within the prescribed semantics. The material was written in Russian; the full article is
        published on Habr.

[Read the original on Habr](https://habr.com/ru/articles/954756/)