diff --git a/README.md b/README.md
index 248bc27..c298205 100644
--- a/README.md
+++ b/README.md
@@ -22,13 +22,10 @@
   />
 </p>
 
-> [!WARNING]
-> ComfyResearch is under active development. The documented core is tested,
-> but APIs and saved-artifact formats do not yet promise compatibility across
-> untagged development revisions.
-
 ComfyResearch is a local visual workbench for AI and machine-learning research. Connect a dataset, model, loss, optimizer, and Trainer; attach Observables to measure learning dynamics; then run the graph through a FastAPI and PyTorch backend.
 
+Read [ComfyResearch: See How Learning Happens](https://meta-circle.com/blog/comfyresearch-see-how-learning-happens) for a visual introduction to the workbench and the learning dynamics it is designed to reveal.
+
 <p>
   <a href="https://online.comfy-research.com/"><img src="https://img.shields.io/badge/Try_online-29252D?style=for-the-badge" alt="Try online" align="middle" /></a>&nbsp;&nbsp;Explore ComfyResearch in your browser before installing it locally.
 </p>
diff --git a/tests/test_readme_contracts.py b/tests/test_readme_contracts.py
index 3a53795..1dc1a06 100644
--- a/tests/test_readme_contracts.py
+++ b/tests/test_readme_contracts.py
@@ -59,11 +59,14 @@ def test_readme_uses_onboarding_overview_before_reproduction_result() -> None:
     assert source.index(overview) < source.index(result)
 
 
-def test_readme_states_maturity_and_first_run_success() -> None:
+def test_readme_states_maturity_links_blog_and_first_run_success() -> None:
     source = README.read_text()
 
     assert "Status-Pre--release" in source
-    assert "do not yet promise compatibility" in source
+    assert (
+        "https://meta-circle.com/blog/comfyresearch-see-how-learning-happens"
+        in source
+    )
     assert "## Why ComfyResearch" in source
     assert "## How it works" in source
     assert "### Success checkpoint" in source