diff --git a/coursemapper-kg/recommendation/Pipfile.lock b/coursemapper-kg/recommendation/Pipfile.lock
index aa0fe5f19..2d134afba 100644
--- a/coursemapper-kg/recommendation/Pipfile.lock
+++ b/coursemapper-kg/recommendation/Pipfile.lock
@@ -311,6 +311,56 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.2.1"
         },
+        "cuda-bindings": {
+            "hashes": [
+                "sha256:04436a9364059c84b8f9636f359eccda1cf814341f5b670c71d80d2f79dbc708",
+                "sha256:120fcc53d57903df529c3486962c56528cba5b7d6c57c99537320ed9922c8b86",
+                "sha256:18c8c167c8907b8f02531ca810534315c458dabef31f7965095619bf647b9202",
+                "sha256:1ab2f74ed65bfef4163ba07a8db16f1085e0729291db12a2423aff84ee8278b8",
+                "sha256:2732904099e0a4d4db774a5fc6d91ee95fae065b4d2ecabb4968c5fe2406c9d7",
+                "sha256:36febb7c1079d68a981dbbd8d5a67235b399802b82075c9388624719607e52b9",
+                "sha256:507b0e19e7f934c5e30f30f0244ad70a75812619a7d3a0d742543caae1bd50f1",
+                "sha256:61120b5e4f4a63f67efd7e7396914cb9ef871bb1f0021e990fb70277be240a4d",
+                "sha256:8de12ef60bf40756852cb62bbb40460609269f6ece522903d1cc93d73a3ececb",
+                "sha256:9851b0caa8bfd3bc6fa054eaf57bea7c8e9c3a62db2d2621224677f49f3c53d0",
+                "sha256:9efb21c1ee64981e184b9e0ba5eb3179e5ba3d4b51665a6cb52b8ef3d01a7cbf",
+                "sha256:b134dd8c5c66ae4c4ad814f7aee88fd215353c077010cbc47e3b55ed35ec9eff",
+                "sha256:c0c4b1a995098c46695c24257a342dc97d6e6d3f3050b944c9f43bd26d734051",
+                "sha256:c3c772dfff49681541d59630c90f858e173ac926b9c593a2b7123f2a1043cc76",
+                "sha256:c5879712accf6e14bb01aa5e67440eb84998b8d104b509cc7a6dc0b8f656a474",
+                "sha256:c7855c4868aabc0cfae28abbe83d56734bdfbd08f08fc234ac1912a12858bf49",
+                "sha256:e32d08f71ebcdf00f0f41eab2eb37e8da94c8ed411cc9f7f7a019ce6b34abe3a",
+                "sha256:efd4c814d311ec08c981f6dded1dbe7d4b371067ee4f6c14cccec4bde9590f80"
+            ],
+            "markers": "python_version >= '3.10'",
+            "version": "==13.3.1"
+        },
+        "cuda-pathfinder": {
+            "hashes": [
+                "sha256:0228c023f95d1480f143ef5c8922d27a2ab052087a942e81dc289c9eb8f91689"
+            ],
+            "markers": "python_version >= '3.10'",
+            "version": "==1.5.5"
+        },
+        "cuda-toolkit": {
+            "extras": [
+                "cudart",
+                "cufft",
+                "cufile",
+                "cupti",
+                "curand",
+                "cusolver",
+                "cusparse",
+                "nvjitlink",
+                "nvrtc",
+                "nvtx"
+            ],
+            "hashes": [
+                "sha256:b198824cf2f54003f50d64ada3a0f184b42ca0846c1c94192fa269ecd97a66eb"
+            ],
+            "markers": "platform_system == 'Linux'",
+            "version": "==13.0.2"
+        },
         "cycler": {
             "hashes": [
                 "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30",
@@ -367,11 +417,11 @@
         },
         "filelock": {
             "hashes": [
-                "sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb",
-                "sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7"
+                "sha256:7fc1b3f39cf172fd8203812043c57b8a65aef9969f38b6704f628b881f761a84",
+                "sha256:e58333029cc9b925f39aad59b1d8f0a1ad836af4e60d7217f4a4dba87461261d"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==3.15.4"
+            "markers": "python_version >= '3.10'",
+            "version": "==3.29.3"
         },
         "flair": {
             "hashes": [
@@ -432,11 +482,11 @@
         },
         "fsspec": {
             "hashes": [
-                "sha256:3cb443f8bcd2efb31295a5b9fdb02aee81d8452c80d28f97a6d0959e6cee101e",
-                "sha256:fad7d7e209dd4c1208e3bbfda706620e0da5142bebbd9c384afb95b07e798e49"
+                "sha256:11ef7bb35dab8a394fde6e608221d5cf3e8499401c249bebaeaad760a1a8dec2",
+                "sha256:301d8ac70ae90ef3ad05dcf94d6c3754a097f9b5fe4667d2787aa359ec7df7e4"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==2024.6.1"
+            "markers": "python_version >= '3.10'",
+            "version": "==2026.4.0"
         },
         "ftfy": {
             "hashes": [
@@ -1216,12 +1266,12 @@
         },
         "networkx": {
             "hashes": [
-                "sha256:0c127d8b2f4865f59ae9cb8aafcd60b5c70f3241ebd66f7defad7c4ab90126c9",
-                "sha256:28575580c6ebdaf4505b22c6256a2b9de86b316dc63ba9e93abde3d78dfdbcf2"
+                "sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509",
+                "sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.10'",
-            "version": "==3.3"
+            "markers": "python_version >= '3.11' and python_full_version != '3.14.1'",
+            "version": "==3.6.1"
         },
         "nltk": {
             "hashes": [
@@ -1275,6 +1325,15 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.26.4"
         },
+        "nvidia-cublas": {
+            "hashes": [
+                "sha256:37936a16db8fe4ac1f065c2139360608a543a09275cb1a1af612e08cfa065436",
+                "sha256:b6cdce694e47ff6aadf0a69df1cab6628d696f5ff56e8d16af50309d855fa20f",
+                "sha256:b7a210458267ac818974c53038fbec2e969d5c99f305ab15c72522fa9f001dd5"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==13.1.1.3"
+        },
         "nvidia-cublas-cu12": {
             "hashes": [
                 "sha256:2b964d60e8cf11b5e1073d179d85fa340c120e99b3067558f3cf98dd69d02906",
@@ -1283,6 +1342,15 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==12.1.3.1"
         },
+        "nvidia-cuda-cupti": {
+            "hashes": [
+                "sha256:4eb01c08e859bf924d222250d2e8f8b8ff6d3db4721288cf35d14252a4d933c8",
+                "sha256:683f58d301548deeefcb8f6fac1b8d907691b9d8b18eccab417f51e362102f00",
+                "sha256:796bd679890ee55fb14a94629b698b6db54bcfd833d391d5e94017dd9d7d3151"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==13.0.85"
+        },
         "nvidia-cuda-cupti-cu12": {
             "hashes": [
                 "sha256:bea8236d13a0ac7190bd2919c3e8e6ce1e402104276e6f9694479e48bb0eb2a4",
@@ -1291,6 +1359,15 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==12.1.105"
         },
+        "nvidia-cuda-nvrtc": {
+            "hashes": [
+                "sha256:6bcd4e7f8e205cbe644f5a98f2f799bef9556fefc89dd786e79a16312ce49872",
+                "sha256:ad9b6d2ead2435f11cbb6868809d2adeeee302e9bb94bcf0539c7a40d80e8575",
+                "sha256:d27f20a0ca67a4bb34268a5e951033496c5b74870b868bacd046b1b8e0c3267b"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==13.0.88"
+        },
         "nvidia-cuda-nvrtc-cu12": {
             "hashes": [
                 "sha256:0a98a522d9ff138b96c010a65e145dc1b4850e9ecb75a0172371793752fd46ed",
@@ -1299,6 +1376,15 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==12.1.105"
         },
+        "nvidia-cuda-runtime": {
+            "hashes": [
+                "sha256:7f82250d7782aa23b6cfe765ecc7db554bd3c2870c43f3d1821f1d18aebf0548",
+                "sha256:ef9bcbe90493a2b9d810e43d249adb3d02e98dd30200d86607d8d02687c43f55",
+                "sha256:f79298c8a098cec150a597c8eba58ecdab96e3bdc4b9bc4f9983635031740492"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==13.0.96"
+        },
         "nvidia-cuda-runtime-cu12": {
             "hashes": [
                 "sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40",
@@ -1315,6 +1401,24 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==9.1.0.70"
         },
+        "nvidia-cudnn-cu13": {
+            "hashes": [
+                "sha256:0c45dd8eeb50b603f07995b1b300c62ffe6a1980482b82b3bcf94a4ca9d49304",
+                "sha256:af8139732b99c0118be65ea5aac97f0d46018f8c552889e49d2fb0c6261a4a24",
+                "sha256:e31454ae00094b0c55319d9d15b6fa2fc50a9e1c0f5c8c80fb75258234e731e1"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==9.20.0.48"
+        },
+        "nvidia-cufft": {
+            "hashes": [
+                "sha256:2708c852ef8cd89d1d2068bdbece0aa188813a0c934db3779b9b1faa8442e5f5",
+                "sha256:2abce5b39d2f5ae12730fb7e5db6696533e36c26e2d3e8fd1750bdd2853364eb",
+                "sha256:6c44f692dce8fd5ffd3e3df134b6cdb9c2f72d99cf40b62c32dde45eea9ddad3"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==12.0.0.61"
+        },
         "nvidia-cufft-cu12": {
             "hashes": [
                 "sha256:794e3948a1aa71fd817c3775866943936774d1c14e7628c74f6f7417224cdf56",
@@ -1323,6 +1427,23 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==11.0.2.54"
         },
+        "nvidia-cufile": {
+            "hashes": [
+                "sha256:08a3ecefae5a01c7f5117351c64f17c7c62efa5fffdbe24fc7d298da19cd0b44",
+                "sha256:bdc0deedc61f548bddf7733bdc216456c2fdb101d020e1ab4b88d232d5e2f6d1"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==1.15.1.6"
+        },
+        "nvidia-curand": {
+            "hashes": [
+                "sha256:133df5a7509c3e292aaa2b477afd0194f06ce4ea24d714d616ff36439cee349a",
+                "sha256:1aee33a5da6e1db083fe2b90082def8915f30f3248d5896bcec36a579d941bfc",
+                "sha256:65b1710aa6961d326b411e314b374290904c5ddf41dc3f766ebc3f1d7d4ca69f"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==10.4.0.35"
+        },
         "nvidia-curand-cu12": {
             "hashes": [
                 "sha256:75b6b0c574c0037839121317e17fd01f8a69fd2ef8e25853d826fec30bdba74a",
@@ -1331,6 +1452,15 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==10.3.2.106"
         },
+        "nvidia-cusolver": {
+            "hashes": [
+                "sha256:02c2457eaa9e39de20f880f4bd8820e6a1cfb9f9a34f820eb12a155aa5bc92d2",
+                "sha256:0a759da5dea5c0ea10fd307de75cdeb59e7ea4fcb8add0924859b944babf1112",
+                "sha256:16515bd33a8e76bb54d024cfa068fa68d30e80fc34b9e1090813ea9362e0cb65"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==12.0.4.66"
+        },
         "nvidia-cusolver-cu12": {
             "hashes": [
                 "sha256:74e0c3a24c78612192a74fcd90dd117f1cf21dea4822e66d89e8ea80e3cd2da5",
@@ -1339,6 +1469,15 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==11.4.5.107"
         },
+        "nvidia-cusparse": {
+            "hashes": [
+                "sha256:2b3c89c88d01ee0e477cb7f82ef60a11a4bcd57b6b87c33f789350b59759360b",
+                "sha256:80bcc4662f23f1054ee334a15c72b8940402975e0eab63178fc7e670aa59472c",
+                "sha256:cbcf42feb737bd7ec15b4c0a63e62351886bd3f975027b8815d7f720a2b5ea79"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==12.6.3.3"
+        },
         "nvidia-cusparse-cu12": {
             "hashes": [
                 "sha256:b798237e81b9719373e8fae8d4f091b70a0cf09d9d85c95a557e11df2d8e9a5a",
@@ -1347,6 +1486,15 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==12.1.0.106"
         },
+        "nvidia-cusparselt-cu13": {
+            "hashes": [
+                "sha256:4dca476c50bf4780d46cd0bfbd82e2bc10a08e4fef7950917ce8d7578d22a23f",
+                "sha256:786ce87568c303fadb5afcc7102d454cd3040d75f6f8626f5db460d1871f4dd0",
+                "sha256:dccbd362f91a7b9024d1f55ee9f548ac065027ff15d8c8b0db889ab3a8f31215"
+            ],
+            "markers": "platform_system == 'Linux'",
+            "version": "==0.8.1"
+        },
         "nvidia-nccl-cu12": {
             "hashes": [
                 "sha256:057f6bf9685f75215d0c53bf3ac4a10b3e6578351de307abad9e18a99182af56",
@@ -1355,6 +1503,23 @@
             "markers": "platform_system == 'Linux' and platform_machine == 'x86_64'",
             "version": "==2.20.5"
         },
+        "nvidia-nccl-cu13": {
+            "hashes": [
+                "sha256:674a12383e3c38a1bcccae7d4f3633b37852230b6047883cb2f4c2d1b36d9bf5",
+                "sha256:edd81538446786ec3b73972543e53bb43bcaf0bfc8ef76cb679fcc390ffe136d"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==2.29.7"
+        },
+        "nvidia-nvjitlink": {
+            "hashes": [
+                "sha256:13a74f429e23b921c1109976abefacc69835f2f433ebd323d3946e11d804e47b",
+                "sha256:634e96e3da9ef845ae744097a1f289238ecf946ce0b82e93cdce14b9782e682f",
+                "sha256:e931536ccc7d467a98ba1d8b89ff7fa7f1fa3b13f2b0069118cd7f47bff07d0c"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==13.0.88"
+        },
         "nvidia-nvjitlink-cu12": {
             "hashes": [
                 "sha256:98103729cc5226e13ca319a10bbf9433bbbd44ef64fe72f45f067cacc14b8d27",
@@ -1364,6 +1529,23 @@
             "markers": "python_version >= '3'",
             "version": "==12.5.82"
         },
+        "nvidia-nvshmem-cu13": {
+            "hashes": [
+                "sha256:290f0a2ee94c9f3687a02502f3b9299a9f9fe826e6d0287ee18482e78d495b80",
+                "sha256:6dc2a197f38e5d0376ad52cd1a2a3617d3cdc150fd5966f4aee9bcebb1d68fe9"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==3.4.5"
+        },
+        "nvidia-nvtx": {
+            "hashes": [
+                "sha256:4936d1d6780fbe68db454f5e72a42ff64d1fd6397df9f363ae786930fd5c1cd4",
+                "sha256:cb7780edb6b14107373c835bf8b72e7a178bac7367e23da7acb108f973f157a6",
+                "sha256:d66ea44254dd3c6eacc300047af6e1288d2269dd072b417e0adffbf479e18519"
+            ],
+            "markers": "python_version >= '3'",
+            "version": "==13.0.85"
+        },
         "nvidia-nvtx-cu12": {
             "hashes": [
                 "sha256:65f4d98982b31b60026e0e6de73fbdfc09d08a96f4656dd3665ca616a11e1e82",
@@ -2270,11 +2452,11 @@
         },
         "setuptools": {
             "hashes": [
-                "sha256:032d42ee9fb536e33087fb66cac5f840eb9391ed05637b3f2a76a7c8fb477936",
-                "sha256:33874fdc59b3188304b2e7c80d9029097ea31627180896fb549c578ceb8a0855"
+                "sha256:487b53915f52501f0a79ccfd0c02c165ffe06631443a886740b91af4b7a5845a",
+                "sha256:fdd925d5c5d9f62e4b74b30d6dd7828ce236fd6ed998a08d81de62ce5a6310d6"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==71.1.0"
+            "markers": "python_version >= '3.9'",
+            "version": "==81.0.0"
         },
         "shellingham": {
             "hashes": [
@@ -2425,11 +2607,11 @@
         },
         "sympy": {
             "hashes": [
-                "sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f",
-                "sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8"
+                "sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517",
+                "sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==1.13.1"
+            "markers": "python_version >= '3.9'",
+            "version": "==1.14.0"
         },
         "tabulate": {
             "hashes": [
@@ -2582,30 +2764,38 @@
         },
         "torch": {
             "hashes": [
-                "sha256:2497cbc7b3c951d69b276ca51fe01c2865db67040ac67f5fc20b03e41d16ea4a",
-                "sha256:3374128bbf7e62cdaed6c237bfd39809fbcfaa576bee91e904706840c3f2195c",
-                "sha256:3af4de2a618fb065e78404c4ba27a818a7b7957eaeff28c6c66ce7fb504b68b8",
-                "sha256:4ed94583e244af51d6a8d28701ca5a9e02d1219e782f5a01dd401f90af17d8ac",
-                "sha256:618808d3f610d5f180e47a697d4ec90b810953bb1e020f424b2ac7fb0884b545",
-                "sha256:685418ab93730efbee71528821ff54005596970dd497bf03c89204fb7e3f71de",
-                "sha256:688eec9240f3ce775f22e1e1a5ab9894f3d5fe60f3f586deb7dbd23a46a83916",
-                "sha256:7334325c0292cbd5c2eac085f449bf57d3690932eac37027e193ba775703c9e6",
-                "sha256:8940fc8b97a4c61fdb5d46a368f21f4a3a562a17879e932eb51a5ec62310cb31",
-                "sha256:91aaf00bfe1ffa44dc5b52809d9a95129fca10212eca3ac26420eb11727c6288",
-                "sha256:97730014da4c57ffacb3c09298c6ce05400606e890bd7a05008d13dd086e46b1",
-                "sha256:997084a0f9784d2a89095a6dc67c7925e21bf25dea0b3d069b41195016ccfcbb",
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-            "markers": "python_full_version >= '3.8.0'",
-            "version": "==2.4.0"
+            "markers": "python_version >= '3.10'",
+            "version": "==2.12.0"
         },
         "tqdm": {
             "hashes": [
@@ -2639,19 +2829,23 @@
         },
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-            "markers": "python_version < '3.13' and platform_system == 'Linux' and platform_machine == 'x86_64'",
-            "version": "==3.0.0"
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+            "version": "==3.7.0"
         },
         "typer": {
             "hashes": [
@@ -2663,11 +2857,11 @@
         },
         "typing-extensions": {
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-            "markers": "python_version >= '3.8'",
-            "version": "==4.12.2"
+            "markers": "python_version >= '3.9'",
+            "version": "==4.15.0"
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         "tzdata": {
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