<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Tooling on Chris Hughes | Development Journal</title><link>https://blog.chughes.co/tags/tooling/</link><description>Recent content in Tooling on Chris Hughes | Development Journal</description><generator>Hugo -- 0.164.0</generator><language>en-us</language><lastBuildDate>Fri, 22 May 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://blog.chughes.co/tags/tooling/index.xml" rel="self" type="application/rss+xml"/><item><title>Memory files prime LLM style: the four-op audit and the deterministic-then-LLM pattern</title><link>https://blog.chughes.co/posts/2026-05-22-memory-files-prime-llm-style/</link><pubDate>Fri, 22 May 2026 00:00:00 +0000</pubDate><guid>https://blog.chughes.co/posts/2026-05-22-memory-files-prime-llm-style/</guid><description>&lt;p&gt;&lt;em&gt;Written with Claude.&lt;/em&gt;&lt;/p&gt;
&lt;p&gt;&lt;img alt="Two printing plates and the matching prints: a dense substrate produces a dense response; a clean substrate produces a clean response. Same press, different plate." loading="lazy" src="https://blog.chughes.co/images/2026-05-22-memory-files-prime-llm-style/hero.svg"&gt;&lt;/p&gt;
&lt;h2 id="every-session-loads-the-gotchas-file-and-the-gotchas-file-has-a-style"&gt;Every session loads the gotchas file, and the gotchas file has a style&lt;/h2&gt;
&lt;p&gt;I kept needing to invoke &lt;code&gt;/minto&lt;/code&gt; or ELI7 to break down Claude&amp;rsquo;s responses into plain language. Every session. Reliably. The root cause, I eventually understood, wasn&amp;rsquo;t the model: CLAUDE.md and the memory-bank files don&amp;rsquo;t just carry constraints, they prime the style the model writes back in. Dense comma-stacked gotcha bullets in, dense comma-stacked responses out.&lt;/p&gt;</description></item></channel></rss>