<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title><![CDATA[Ok.. Having filed the provisional patent, I have genuinely tried to REDUCE the &#x27;signal&#x27; from my LLM vs. Human provenance discriminator.]]></title><description><![CDATA[<p>Ok.. Having filed the provisional patent, I have genuinely tried to REDUCE the 'signal' from my LLM vs. Human provenance discriminator. I even tried rebuilding ALL of the data collection tool-chain and using only the tiniest of lightweight linear classifiers. No matter what I do the signal persists - this is from a set of data using a different scraper, from different sites, with a different set of LLM generators, with NO prompts (just responding to the sample text).. But the signal remains... <br /><a href="https://infosec.exchange/tags/research" rel="tag">#<span>research</span></a> <a href="https://infosec.exchange/tags/patents" rel="tag">#<span>patents</span></a> <a href="https://infosec.exchange/tags/ai" rel="tag">#<span>ai</span></a> <a href="https://infosec.exchange/tags/llm" rel="tag">#<span>llm</span></a> <a href="https://infosec.exchange/tags/human" rel="tag">#<span>human</span></a></p>]]></description><link>https://board.circlewithadot.net/topic/026eb0d7-0a3b-43b4-91a5-95ef306dedbd/ok..-having-filed-the-provisional-patent-i-have-genuinely-tried-to-reduce-the-signal-from-my-llm-vs.-human-provenance-discriminator.</link><generator>RSS for Node</generator><lastBuildDate>Fri, 01 May 2026 18:12:56 GMT</lastBuildDate><atom:link href="https://board.circlewithadot.net/topic/026eb0d7-0a3b-43b4-91a5-95ef306dedbd.rss" rel="self" type="application/rss+xml"/><pubDate>Mon, 06 Apr 2026 10:23:22 GMT</pubDate><ttl>60</ttl></channel></rss>