Updates & build-logs

From the workbench.

Essays and build-logs on association-native memory, grounded retrieval, and the symmetry of knowing. Quiet, source-backed, and written as we learn. Subscribe via RSS.

• 2 June 2026 · Calyx · 2 min read

  The symmetry of knowing

  When answers cost almost nothing, the scarce skills invert — asking the right question and verifying the build matter more than recall.

  • learning
  • symmetry
  • thesis

• 12 May 2026 · Calyx · 2 min read

  Store meaning, not tokens

  Why Calyx keeps associations instead of flattening text into a vector and hoping cosine distance remembers what you meant.

  • association
  • retrieval
  • design-notes