diff --git a/README.md b/README.md
index a0b398b..b55c373 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
-# AI pre-decoder for surface-code memory circuits
+# Ising Decoding
 
-This repo implements a **pre-decoder** for surface-code memory experiments:
+This repo offers AI training frameworks and recipes to build, customize and deploy scalable quantum error correction **decoders**:
 
 - A neural network consumes detector syndromes across space **and** time
 - It predicts corrections that reduce syndrome density / improve decoding
@@ -556,4 +556,4 @@ Presence of these headers is enforced automatically by the `spdx-header-check` C
 `.github/workflows/ci.yml`).
 
 Third-party open source components bundled with or required by this project are listed with their
-respective copyright notices and license texts in [NOTICE](NOTICE).
\ No newline at end of file
+respective copyright notices and license texts in [NOTICE](NOTICE).