<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Calyx — Updates &amp; build-logs</title><description>Founder essays and build-logs from Calyx: association-native memory, grounded retrieval, and the symmetry of knowing.</description><link>https://calyxaimemory.com/</link><language>en-us</language><item><title>The symmetry of knowing</title><link>https://calyxaimemory.com/blog/the-symmetry-of-knowing/</link><guid isPermaLink="true">https://calyxaimemory.com/blog/the-symmetry-of-knowing/</guid><description>When answers cost almost nothing, the scarce skills invert — asking the right question and verifying the build matter more than recall.</description><pubDate>Tue, 02 Jun 2026 00:00:00 GMT</pubDate><category>learning</category><category>symmetry</category><category>thesis</category><author>Calyx</author></item><item><title>Store meaning, not tokens</title><link>https://calyxaimemory.com/blog/store-meaning-not-tokens/</link><guid isPermaLink="true">https://calyxaimemory.com/blog/store-meaning-not-tokens/</guid><description>Why Calyx keeps associations instead of flattening text into a vector and hoping cosine distance remembers what you meant.</description><pubDate>Tue, 12 May 2026 00:00:00 GMT</pubDate><category>association</category><category>retrieval</category><category>design-notes</category><author>Calyx</author></item></channel></rss>