diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0d81a5620..dfa80f2e2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,13 @@
 
 ## [Unreleased]
 
+### Documentation
+
+- **README points LLM users to SKaiNET-transformers**
+  ([#923](https://github.com/SKaiNET-developers/SKaiNET/issues/923)): a callout under
+  "Start in 5 minutes" says plainly that LLM inference lives in the
+  SKaiNET-transformers repository — this repo is the engine underneath — and names
+  the `sk.ainet.transformers` artifacts and BOM to depend on.
 ### Added
 
 - **Native Q5_0 / Q5_1 packed matmul kernels (FFM, Kotlin/Native, JNI).** 0.39.0 shipped
diff --git a/README.md b/README.md
index fb1db1056..c8cd4eef6 100644
--- a/README.md
+++ b/README.md
@@ -32,6 +32,15 @@ matches what you want to try first.
 Working in Java? SKaiNET ships first-class Java support — see the
 [Java getting-started guide](docs/modules/ROOT/pages/tutorials/java-getting-started.adoc).
 
+> [!NOTE]
+> **Looking for LLM inference?** Llama, Qwen, Gemma, Apertus, BERT embeddings and
+> GGUF chat models live in
+> [**SKaiNET-transformers**](https://github.com/SKaiNET-developers/SKaiNET-transformers) —
+> this repository is the engine underneath it (tensors, NN DSL, compiler, CPU/native
+> backends, GGUF/SafeTensors IO). Depend on the `sk.ainet.transformers` artifacts,
+> pinned together by the
+> [transformers BOM](https://central.sonatype.com/artifact/sk.ainet.transformers/skainet-transformers-bom).
+
 Use the version shown in this README as the source of truth for first-run snippets.
 If another page shows a different version, please open an issue or PR.