Org card: three-layer framing (embedding, perception, memory); add Engram + live site

README.md

@@ -9,11 +9,11 @@ pinned: false
 
 ![Eximius Labs](assets/banner.png)
 
-Eximius Labs builds open-weight multimodal models that run on your own hardware: the memory and perception layer for physical AI. The technical report is on arXiv: https://arxiv.org/abs/2607.18666.
+Eximius Labs builds open-weight multimodal models that run on your own hardware: the embedding, perception, and memory layers for physical AI. The technical report is on arXiv: https://arxiv.org/abs/2607.18666. Try a real robot's memory in the live playground: https://www.eximiuslabs.com/playground.
 
 We freeze a strong base model and add new senses from the outside, so existing embeddings stay valid and gaining a modality never forces a re-index. One shared vector space spans text, image, video, audio, thermal, and motion (IMU).
 
-## Fusion Embedding, the memory layer
+## Fusion Embedding, the embedding layer
 
 One vector space for cross-modal retrieval, RAG, clustering, and semantic search.
 
@@ -27,8 +27,19 @@ One vector space for cross-modal retrieval, RAG, clustering, and semantic search
 
 Dense scene understanding and geometric place recognition on a frozen vision backbone, projected into the Fusion Embedding space. Code: https://github.com/Eximius-Labs/fusion-perception.
 
+## Engram, the memory layer
+
+The open cross-modal memory layer for physical AI, built on Fusion Embedding. It indexes a robot's video, audio, and motion into one embedding space on a shared clock and answers questions about it in plain language, including temporal reasoning that retrieval alone cannot do.
+
+```
+pip install engram-robomem
+```
+
+Code: https://github.com/Eximius-Labs/engram · PyPI: https://pypi.org/project/engram-robomem · Playground: https://www.eximiuslabs.com/playground
+
 ## Build with it
 
+- Site: https://www.eximiuslabs.com
 - Cookbook: https://github.com/Eximius-Labs/cookbook
 - Code: https://github.com/Eximius-Labs
 - Paper: https://arxiv.org/abs/2607.18666