diff --git a/flake.lock b/flake.lock
index 4e6720b..63d14af 100644
--- a/flake.lock
+++ b/flake.lock
@@ -38,11 +38,11 @@
         "treefmt-nix": "treefmt-nix"
       },
       "locked": {
-        "lastModified": 1728768056,
-        "narHash": "sha256-nDz1+eO5ziimxiyqtKVT3Gj9OZfk3WVhC4czo6EGec8=",
+        "lastModified": 1728525495,
+        "narHash": "sha256-dsI85smVkHkv0sXlskE7EzBT7aR2jZYs3sCKhLu48NE=",
         "owner": "koverstreet",
         "repo": "bcachefs-tools",
-        "rev": "4f9293b045cf32dfc629ce300180d311aba8f53a",
+        "rev": "571ca8b8ce27d35cb7be3442dc55d64814dad11f",
         "type": "github"
       },
       "original": {
@@ -174,11 +174,11 @@
         "rocksdb": "rocksdb"
       },
       "locked": {
-        "lastModified": 1729355720,
-        "narHash": "sha256-WRUhmmQznBwm2pcD5uHgmwcExLX04zY5kf3cPL8VWA8=",
+        "lastModified": 1728182038,
+        "narHash": "sha256-H6QiZWG95OgV+/T4hIguk7QtS5REVHtdNPObQL5R6bM=",
         "owner": "girlbossceo",
         "repo": "conduwuit",
-        "rev": "8428e7cdf739fc1ce2dd34b96b6ff95b22d0d4b7",
+        "rev": "e589464954ff88bf817b8bdff4c803cc3bf18a28",
         "type": "github"
       },
       "original": {
@@ -247,12 +247,18 @@
       }
     },
     "crane_4": {
+      "inputs": {
+        "nixpkgs": [
+          "lanzaboote",
+          "nixpkgs"
+        ]
+      },
       "locked": {
-        "lastModified": 1728776144,
-        "narHash": "sha256-fROVjMcKRoGHofDm8dY3uDUtCMwUICh/KjBFQnuBzfg=",
+        "lastModified": 1721842668,
+        "narHash": "sha256-k3oiD2z2AAwBFLa4+xfU+7G5fisRXfkvrMTCJrjZzXo=",
         "owner": "ipetkov",
         "repo": "crane",
-        "rev": "f876e3d905b922502f031aeec1a84490122254b7",
+        "rev": "529c1a0b1f29f0d78fa3086b8f6a134c71ef3aaf",
         "type": "github"
       },
       "original": {
@@ -352,11 +358,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1729281548,
-        "narHash": "sha256-MuojlSnwAJAwfhgmW8ZtZrwm2Sko4fqubCvReqbUzYw=",
+        "lastModified": 1728334376,
+        "narHash": "sha256-CTKEKPzD/j8FK6H4DO3EjyixZd3HHvgAgfnCwpGFP5c=",
         "owner": "nix-community",
         "repo": "disko",
-        "rev": "a6a3179ddf396dfc28a078e2f169354d0c137125",
+        "rev": "d39ee334984fcdae6244f5a8e6ab857479cbaefe",
         "type": "github"
       },
       "original": {
@@ -573,11 +579,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1727826117,
-        "narHash": "sha256-K5ZLCyfO/Zj9mPFldf3iwS6oZStJcU4tSpiXTMYaaL0=",
+        "lastModified": 1719994518,
+        "narHash": "sha256-pQMhCCHyQGRzdfAkdJ4cIWiw+JNuWsTX7f0ZYSyz0VY=",
         "owner": "hercules-ci",
         "repo": "flake-parts",
-        "rev": "3d04084d54bedc3d6b8b736c70ef449225c361b1",
+        "rev": "9227223f6d922fee3c7b190b2cc238a99527bbb7",
         "type": "github"
       },
       "original": {
@@ -758,11 +764,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1729321331,
-        "narHash": "sha256-KVyQq+ez/oB30/WbdNgVD8g/bda34z8NiU187QKQb74=",
+        "lastModified": 1728337164,
+        "narHash": "sha256-VdRTjJFyq4Q9U7Z/UoC2Q5jK8vSo6E86lHc2OanXtvc=",
         "owner": "nix-community",
         "repo": "home-manager",
-        "rev": "122f70545b29ccb922e655b08acfe05bfb44ec68",
+        "rev": "038630363e7de57c36c417fd2f5d7c14773403e4",
         "type": "github"
       },
       "original": {
@@ -778,11 +784,11 @@
         "nixpkgs": "nixpkgs_4"
       },
       "locked": {
-        "lastModified": 1729177642,
-        "narHash": "sha256-DdKal+ZhB9QD/tnEwFg4cZ4j4YnrkvSljBxnyG+3eE0=",
+        "lastModified": 1728410210,
+        "narHash": "sha256-vn6qupt1U0M6Hf3eXhK3/K4Du0Z7A60qYS1G14QsRY8=",
         "owner": "Jovian-Experiments",
         "repo": "Jovian-NixOS",
-        "rev": "bb69165ff372ddbd3228a03513922acd783040e8",
+        "rev": "a25f915ec05196d15e3f7f8555ffb612d4f1045d",
         "type": "github"
       },
       "original": {
@@ -801,11 +807,11 @@
         "rust-overlay": "rust-overlay"
       },
       "locked": {
-        "lastModified": 1729064530,
-        "narHash": "sha256-oSr/w/5dvf/8ll6NvQlL7+rrK8wzjIcEMP1LvI4Ag08=",
+        "lastModified": 1728199407,
+        "narHash": "sha256-x4G0ja//3pT/epOvwxKR1XB7GAW7Yuwiy6RYCOgRjuQ=",
         "owner": "nix-community",
         "repo": "lanzaboote",
-        "rev": "2fa1368f938b50e35ca87334b5aeba38a3402165",
+        "rev": "0bc127c631999c9555cae2b0cdad2128ff058259",
         "type": "github"
       },
       "original": {
@@ -930,11 +936,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1728790083,
-        "narHash": "sha256-grMdAd4KSU6uPqsfLzA1B/3pb9GtGI9o8qb0qFzEU/Y=",
+        "lastModified": 1728263287,
+        "narHash": "sha256-GJDtsxz2/zw6g/Nrp4XVWBS5IaZ7ZUkuvxPOBEDe7pg=",
         "owner": "nix-community",
         "repo": "nix-index-database",
-        "rev": "5c54c33aa04df5dd4b0984b7eb861d1981009b22",
+        "rev": "5fce10c871bab6d7d5ac9e5e7efbb3a2783f5259",
         "type": "github"
       },
       "original": {
@@ -976,11 +982,11 @@
     },
     "nixlib": {
       "locked": {
-        "lastModified": 1728781282,
-        "narHash": "sha256-hUP9oxmnOmNnKcDOf5Y55HQ+NnoT0+bLWHLQWLLw9Ks=",
+        "lastModified": 1728176478,
+        "narHash": "sha256-px3Q0W//c+mZ4kPMXq4poztsjtXM1Ja1rN+825YMDUQ=",
         "owner": "nix-community",
         "repo": "nixpkgs.lib",
-        "rev": "16340f605f4e8e5cf07fd74dcbe692eee2d4f51b",
+        "rev": "b61309c3c1b6013d36299bc8285612865b3b9e4c",
         "type": "github"
       },
       "original": {
@@ -997,11 +1003,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1729127034,
-        "narHash": "sha256-42AMGl+dh4I2wGgICSeDI1mqYaDEJhwqquHJ1vA0QiQ=",
+        "lastModified": 1728522165,
+        "narHash": "sha256-UQpsJ0Ev6JBGsCYRlS2oOVvb+eWcDD0xTV3RVlqbeVU=",
         "owner": "nix-community",
         "repo": "nixos-generators",
-        "rev": "dd28a0806e7124fe392c33c9ccaa12f21970401f",
+        "rev": "40c8d30c490414910fc63626ad1b67af7db40cd3",
         "type": "github"
       },
       "original": {
@@ -1012,11 +1018,11 @@
     },
     "nixos-hardware": {
       "locked": {
-        "lastModified": 1729333370,
-        "narHash": "sha256-NU+tYe3QWzDNpB8RagpqR3hNQXn4BNuBd7ZGosMHLL8=",
+        "lastModified": 1728269138,
+        "narHash": "sha256-oKxDImsOvgUZMY4NwXVyUc/c1HiU2qInX+b5BU0yXls=",
         "owner": "NixOS",
         "repo": "nixos-hardware",
-        "rev": "38279034170b1e2929b2be33bdaedbf14a57bfeb",
+        "rev": "ecfcd787f373f43307d764762e139a7cdeb9c22b",
         "type": "github"
       },
       "original": {
@@ -1059,11 +1065,11 @@
     },
     "nixpkgs-edge": {
       "locked": {
-        "lastModified": 1729342391,
-        "narHash": "sha256-T89yRYGbO4/8gDn7ttuaX9Mxi71D4Q9h8danhqm4CiY=",
+        "lastModified": 1728565888,
+        "narHash": "sha256-PslcBWpcB0IDe9yxYosT2G/rrsXmAgxrTlEoVFolAPM=",
         "owner": "NixOS",
         "repo": "nixpkgs",
-        "rev": "0708033e05433075a518c60245207c9eeea0c628",
+        "rev": "262f0e36d5e5fd4afc695a9ec368fe0704e5252a",
         "type": "github"
       },
       "original": {
@@ -1170,11 +1176,11 @@
     },
     "nixpkgs-unstable": {
       "locked": {
-        "lastModified": 1729256560,
-        "narHash": "sha256-/uilDXvCIEs3C9l73JTACm4quuHUsIHcns1c+cHUJwA=",
+        "lastModified": 1728492678,
+        "narHash": "sha256-9UTxR8eukdg+XZeHgxW5hQA9fIKHsKCdOIUycTryeVw=",
         "owner": "nixos",
         "repo": "nixpkgs",
-        "rev": "4c2fcb090b1f3e5b47eaa7bd33913b574a11e0a0",
+        "rev": "5633bcff0c6162b9e4b5f1264264611e950c8ec7",
         "type": "github"
       },
       "original": {
@@ -1218,11 +1224,11 @@
     },
     "nixpkgs_4": {
       "locked": {
-        "lastModified": 1728888510,
-        "narHash": "sha256-nsNdSldaAyu6PE3YUA+YQLqUDJh+gRbBooMMekZJwvI=",
+        "lastModified": 1727802920,
+        "narHash": "sha256-HP89HZOT0ReIbI7IJZJQoJgxvB2Tn28V6XS3MNKnfLs=",
         "owner": "NixOS",
         "repo": "nixpkgs",
-        "rev": "a3c0b3b21515f74fd2665903d4ce6bc4dc81c77c",
+        "rev": "27e30d177e57d912d614c88c622dcfdb2e6e6515",
         "type": "github"
       },
       "original": {
@@ -1234,11 +1240,11 @@
     },
     "nixpkgs_5": {
       "locked": {
-        "lastModified": 1728897630,
-        "narHash": "sha256-0utJPs4o2Mody8GDwo4hnGuxc8dJqju4u9lLJY4d/Lw=",
+        "lastModified": 1722264024,
+        "narHash": "sha256-gomyYQrlOltr2/prDRikRDQoPz+J5Qq6SEJrqVC5x2c=",
         "owner": "NixOS",
         "repo": "nixpkgs",
-        "rev": "c9f0b4a395289ce18727e2a8e43cae6796693ccc",
+        "rev": "fc5e08c73022f96cfeaefa2e087e8b713d47d201",
         "type": "github"
       },
       "original": {
@@ -1250,11 +1256,11 @@
     },
     "nixpkgs_6": {
       "locked": {
-        "lastModified": 1729256560,
-        "narHash": "sha256-/uilDXvCIEs3C9l73JTACm4quuHUsIHcns1c+cHUJwA=",
+        "lastModified": 1728492678,
+        "narHash": "sha256-9UTxR8eukdg+XZeHgxW5hQA9fIKHsKCdOIUycTryeVw=",
         "owner": "nixos",
         "repo": "nixpkgs",
-        "rev": "4c2fcb090b1f3e5b47eaa7bd33913b574a11e0a0",
+        "rev": "5633bcff0c6162b9e4b5f1264264611e950c8ec7",
         "type": "github"
       },
       "original": {
@@ -1321,11 +1327,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1729243807,
-        "narHash": "sha256-YxS3wU1cdhK/aYaj9ODukmg451uMCdCVlOhjtFh9YJc=",
+        "lastModified": 1727917089,
+        "narHash": "sha256-XWNBGf8Z03sqA5/m99X6XTFbHGNuVx1gMaMQJbdDIrY=",
         "owner": "pjones",
         "repo": "plasma-manager",
-        "rev": "30d186abf38f8dd248ed9046c45b422ed21bdbb0",
+        "rev": "bc14b17bff1557de8f103172508f896a87bb9cdb",
         "type": "github"
       },
       "original": {
@@ -1375,11 +1381,11 @@
         "nixpkgs-stable": "nixpkgs-stable_3"
       },
       "locked": {
-        "lastModified": 1728778939,
-        "narHash": "sha256-WybK5E3hpGxtCYtBwpRj1E9JoiVxe+8kX83snTNaFHE=",
+        "lastModified": 1721042469,
+        "narHash": "sha256-6FPUl7HVtvRHCCBQne7Ylp4p+dpP3P/OYuzjztZ4s70=",
         "owner": "cachix",
         "repo": "pre-commit-hooks.nix",
-        "rev": "ff68f91754be6f3427e4986d7949e6273659be1d",
+        "rev": "f451c19376071a90d8c58ab1a953c6e9840527fd",
         "type": "github"
       },
       "original": {
@@ -1470,11 +1476,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1728959392,
-        "narHash": "sha256-fp4he1QQjE+vasDMspZYeXrwTm9otwEqLwEN6FKZ5v0=",
+        "lastModified": 1722219664,
+        "narHash": "sha256-xMOJ+HW4yj6e69PvieohUJ3dBSdgCfvI0nnCEe6/yVc=",
         "owner": "oxalica",
         "repo": "rust-overlay",
-        "rev": "4c6e317300f05b8871f585b826b6f583e7dc4a9b",
+        "rev": "a6fbda5d9a14fb5f7c69b8489d24afeb349c7bb4",
         "type": "github"
       },
       "original": {
diff --git a/home-manager/shared/shell/helix/default.nix b/home-manager/shared/shell/helix/default.nix
index 76304ef..444f72b 100644
--- a/home-manager/shared/shell/helix/default.nix
+++ b/home-manager/shared/shell/helix/default.nix
@@ -16,6 +16,31 @@
       zellij action toggle-floating-panes
       zellij action close-pane
     '';
+  jupyter =
+    pkgs.writeText "run_jupyter_from_helix.zsh"
+    ''
+      #! ~/.nix-profile/bin/zsh
+      function new() {
+        new=true;
+        touch /tmp/rjh;
+        cat /tmp/rjh | while read line
+          do
+            if $(pwd) = line; then
+              new=false;
+            fi
+          done
+        echo new;
+      }
+
+      function send_to_jupyter() {
+        if $(new); then
+          zellij run -f -n "jupyter console" jupyter console --kernel="$1" -f="/tmp/rjh-$(pwd).json" --ZMQTerminalInteractiveShell.include_other_output=True --ZMQTerminalInteractiveShell.other_output_prefix=\'\'
+          pwd >> /tmp/rjh
+        fi
+        zellij write 29 25 # send ctr + w
+        just send
+      }
+    '';
 in {
   programs.helix = {
     enable = true;
@@ -29,6 +54,7 @@ in {
         t = ":sh zellij run -f -n 'test code' -- direnv exec . just test";
         g = ":sh zellij run -fc -n 'lazygit' -- lazygit";
         f = ":sh zellij run --floating -n 'yazi picker' -- zsh ~/.config/helix/open_in_helix_from_yazi.zsh ";
+        j = ":pipe-to just jupyter";
       };
       editor = {
         line-number = "relative";
diff --git a/home-manager/shared/shell/zellij/default.nix b/home-manager/shared/shell/zellij/default.nix
index 10a600e..1565979 100644
--- a/home-manager/shared/shell/zellij/default.nix
+++ b/home-manager/shared/shell/zellij/default.nix
@@ -93,6 +93,7 @@
             command "hx"
             args "."
           }
+          pane split_direction="vertical" size="20%" {}
         }
         swap_tiled_layout name="vertical" {
           tab max_panes=5 {