---
title: "Discussion on \"Deterministic First, LLM Second: An Advisory CI Pre-Screen\" | Hashnode"
description: "Discussion on \"Deterministic First, LLM Second: An Advisory CI Pre-Screen\". 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"
url: "https://hashnode.com/posts/deterministic-first-llm-second-an-advisory-ci-pre-screen/6a449ccd1b7a7db864847581"
---

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# [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

Jul 1 · 10 min read · jeremylongshore.hashnode.dev  
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## Written by

[Jeremy Longshore](https://hashnode.com/@jeremylongshore)

@jeremylongshore · Gulf Shores AL

  
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