From 007bc531655fc5b309eec3282dd9048b9881e366 Mon Sep 17 00:00:00 2001
From: Extraltodeus <extraltodeus@gmail.com>
Date: Wed, 15 Jul 2026 22:02:00 +0200
Subject: [PATCH] Clarify read projection usage in README

Added note about read projection usage for exporting results.
---
 README.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/README.md b/README.md
index e45ddb8..fc6cb2b 100644
--- a/README.md
+++ b/README.md
@@ -234,8 +234,12 @@ editing. A mode toggle switches between:
 - **Read projection** (pure-weights) — a change of basis of the downstream reads so
   the **live preview matches the exported checkpoint exactly**. Use this to save a model and preview the result.
 
+
+#### Read projection is what you want to use if your intent is to export the result.
+
 ![projection](assets/projection.png)
 
+
 > **Architecture note**: models whose layers normalize their *writes* into the
 > residual stream (Gemma 2/3 style, `pre/post_feedforward_layernorm`) can't take
 > the read projection. On those, the toggle offers **Global projection** (W_U