---
title: "#deterministic-systems articles | Hashnode"
description: "Explore the latest #deterministic-systems articles, tutorials, and guides on Hashnode."
url: "https://hashnode.com/tag/deterministic-systems"
---

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# #deterministic-systems

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[Jeremy Longshore](https://hashnode.com/@jeremylongshore) · [Jul 1](https://hashnode.com/posts/deterministic-first-llm-second-an-advisory-ci-pre-screen/6a449ccd1b7a7db864847581)

### [Deterministic First, LLM Second: An Advisory CI Pre-Screen](https://jeremylongshore.hashnode.dev/deterministic-first-llm-second-an-advisory-ci-pre-screen?utm_source=hashnode&utm_medium=feed)

The old PR review system ran Gemini on every submission to the claude-code-plugins repo. It broke every time — quota errors, timeout, malformed JSON, the works. On 2026-05-15 I shipped a replacement a

10 min read · [jeremylongshore.hashnode.dev](https://jeremylongshore.hashnode.dev/deterministic-first-llm-second-an-advisory-ci-pre-screen?utm_source=hashnode&utm_medium=feed)