<?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>Adversarial on Local First AI</title><link>https://localfirstai.eu/tags/adversarial/</link><description>Recent content in Adversarial on Local First AI</description><generator>Hugo</generator><language>en-us</language><lastBuildDate>Sat, 06 Jun 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://localfirstai.eu/tags/adversarial/index.xml" rel="self" type="application/rss+xml"/><item><title>We Tried to Replace Claude with a Local Critic. Here's Exactly Where It Failed.</title><link>https://localfirstai.eu/posts/2026-06-06-adversarial-critic/</link><pubDate>Sat, 06 Jun 2026 00:00:00 +0000</pubDate><guid>https://localfirstai.eu/posts/2026-06-06-adversarial-critic/</guid><description>Pre-registered head-to-head: gemma4:26b vs Claude Sonnet 4.6 as adversarial project critics. Same context, three personas, fixed JSON schema. Result: FAIL — and the failure is instructive.</description></item></channel></rss>