chentong0 · Nov 6, 2026
diff --git a/gh-pages/blogs/self_improving_memory b/gh-pages/blogs/self_improving_memory
@@ -0,0 +1 @@
+../../projects/self_improving_memory
diff --git a/projects/README.md b/projects/README.md
@@ -251,6 +251,9 @@ Here we list projects undertaken in the RAM framework that are shared publicly,
 
 #### _memory_
 
+- **Self-Improving Memory** [[blog]](https://facebookresearch.github.io/RAM/blogs/self_improving_memory/)
+  _We automate harness design and distill the learned behavior into model weights, so that one model manages its memory across tasks under a single generic harness._
+
 - **Reverse Training** [[paper]](https://arxiv.org/abs/2403.13799)
   _Method for pretraining that helps the reversal curse & improves performance._
 

diff --git a/projects/self_improving_memory/README.md b/projects/self_improving_memory/README.md
diff --git a/projects/self_improving_memory/fig1_teaser.png b/projects/self_improving_memory/fig1_teaser.png
diff --git a/projects/self_improving_memory/fig2_tasks_vs_harness.png b/projects/self_improving_memory/fig2_tasks_vs_harness.png
diff --git a/projects/self_improving_memory/fig3_method.png b/projects/self_improving_memory/fig3_method.png
diff --git a/projects/self_improving_memory/fig4_harness_results.png b/projects/self_improving_memory/fig4_harness_results.png
diff --git a/projects/self_improving_memory/fig5a_subtask_curves.png b/projects/self_improving_memory/fig5a_subtask_curves.png
diff --git a/projects/self_improving_memory/fig5b_search_trace.png b/projects/self_improving_memory/fig5b_search_trace.png
diff --git a/projects/self_improving_memory/fig6_case_study.png b/projects/self_improving_memory/fig6_case_study.png
diff --git a/projects/self_improving_memory/fig7_distillation.png b/projects/self_improving_memory/fig7_distillation.png