diff --git a/database/database.json b/database/database.json
index 79232ca..d9e5ab2 100644
--- a/database/database.json
+++ b/database/database.json
@@ -40476,5 +40476,19 @@
             "online-learning",
             "incremental-learning"
         ]
+    },
+    "https://github.com/thib-s/orthogonium": {
+        "extra-tags": [
+            "training",
+            "orthogonality",
+            "paper-implementations",
+            "efficient-implementations"
+        ],
+        "date": "2024-03-13",
+        "title": "orthogonium",
+        "summary": "New implementations of old orthogonal layers unlock large scale training.",
+        "tags": [
+            "python"
+        ]
     }
 }
\ No newline at end of file
diff --git a/database/pipeline.pkl b/database/pipeline.pkl
index afb70e1..d88a785 100644
--- a/database/pipeline.pkl
+++ b/database/pipeline.pkl
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3dc902f10b3d1c5d95c71ce46de64f0a0127eb232f32ccafe2f97c46db88acc6
-size 142762196
+oid sha256:56ce710e3eb7ceccb05f2fb9bca46ff6343db12c577cf7d9485af919a372ed97
+size 142782748
diff --git a/database/triples.json b/database/triples.json
index 425db3a..645b9f4 100644
--- a/database/triples.json
+++ b/database/triples.json
@@ -186650,5 +186650,29 @@
     {
         "head": "fast",
         "tail": "machine learning"
+    },
+    {
+        "head": "python",
+        "tail": "efficient-implementations"
+    },
+    {
+        "head": "training",
+        "tail": "orthogonality"
+    },
+    {
+        "head": "training",
+        "tail": "paper-implementations"
+    },
+    {
+        "head": "training",
+        "tail": "efficient-implementations"
+    },
+    {
+        "head": "orthogonality",
+        "tail": "paper-implementations"
+    },
+    {
+        "head": "orthogonality",
+        "tail": "efficient-implementations"
     }
 ]
\ No newline at end of file