diff --git a/flake.lock b/flake.lock
index cf1c7aa..945a126 100644
--- a/flake.lock
+++ b/flake.lock
@@ -876,11 +876,11 @@
         "treefmt-nix": "treefmt-nix"
       },
       "locked": {
-        "lastModified": 1763964548,
-        "narHash": "sha256-JTRoaEWvPsVIMFJWeS4G2isPo15wqXY/otsiHPN0zww=",
+        "lastModified": 1772441848,
+        "narHash": "sha256-H3W5PSJQTh8Yp51PGU3GUoGCcrD+y7nCsxYHQr+Orvw=",
         "owner": "nix-community",
         "repo": "nixd",
-        "rev": "d4bf15e56540422e2acc7bc26b20b0a0934e3f5e",
+        "rev": "c896f916addae5b133ee0f4f01f9cd93906f62ea",
         "type": "github"
       },
       "original": {
@@ -1095,11 +1095,11 @@
     },
     "nixpkgs_14": {
       "locked": {
-        "lastModified": 1771612669,
-        "narHash": "sha256-NWCFzQPkU7YVZ5ILQxjrgAkJN2ggHwF8YMSEFTvmlh8=",
+        "lastModified": 1772963539,
+        "narHash": "sha256-9jVDGZnvCckTGdYT53d/EfznygLskyLQXYwJLKMPsZs=",
         "owner": "NixOS",
         "repo": "nixpkgs",
-        "rev": "58877e1d22288f5ce74a21d3c119d86395d837f2",
+        "rev": "9dcb002ca1690658be4a04645215baea8b95f31d",
         "type": "github"
       },
       "original": {
@@ -1317,18 +1317,40 @@
         "type": "github"
       }
     },
-    "noctalia-shell": {
+    "noctalia-qs": {
       "inputs": {
         "nixpkgs": [
+          "noctalia-shell",
           "nixpkgs"
         ]
       },
       "locked": {
-        "lastModified": 1771640976,
-        "narHash": "sha256-quTSp+f5kT0TGjbP6h88G4f7/eBaNrdMcOAScKySh94=",
+        "lastModified": 1772227064,
+        "narHash": "sha256-f821ZSoGpa/aXrWq0gPpea9qBnX8KDyavGKkptz2Mog=",
+        "owner": "noctalia-dev",
+        "repo": "noctalia-qs",
+        "rev": "0741d27d2f7db567270f139c5d1684614ecf9863",
+        "type": "github"
+      },
+      "original": {
+        "owner": "noctalia-dev",
+        "repo": "noctalia-qs",
+        "type": "github"
+      }
+    },
+    "noctalia-shell": {
+      "inputs": {
+        "nixpkgs": [
+          "nixpkgs"
+        ],
+        "noctalia-qs": "noctalia-qs"
+      },
+      "locked": {
+        "lastModified": 1772319635,
+        "narHash": "sha256-ZVrtz08Fyp6knPEAbcD2+OYvs0T4pTII/xMElHpi31M=",
         "owner": "noctalia-dev",
         "repo": "noctalia-shell",
-        "rev": "f240a7ca2c9133ac338ac23c9b57c16489ad0fc2",
+        "rev": "5d03c56f4c8d7243e6ae97c045afa44aaac2bf0e",
         "type": "github"
       },
       "original": {
diff --git a/home/programs/coding/R.nix b/home/programs/coding/R.nix
index 841c159..a2e6821 100644
--- a/home/programs/coding/R.nix
+++ b/home/programs/coding/R.nix
@@ -48,6 +48,15 @@ let
       vegan
       plotly
       ggiraph
+      caret
+      randomForest
+      ranger
+      doParallel
+      tidyLPA
+      ggpattern
+      kernlab
+      qgraph
+      NetworkComparisonTest
       (buildRPackage {
         name = "eegUtils";
         src = fetchFromGitHub {
diff --git a/home/programs/desktop/niri/override-config.nix b/home/programs/desktop/niri/override-config.nix
index 3fbe883..fa28b42 100644
--- a/home/programs/desktop/niri/override-config.nix
+++ b/home/programs/desktop/niri/override-config.nix
@@ -31,7 +31,11 @@ let
           }
       }
       layer-rule {
-          match namespace="noctalia-bar-content-*"
+          match namespace="noctalia-*"
+          exclude namespace="noctalia-bar-exclusion*"
+          exclude namespace="noctalia-desktop*"
+          exclude namespace="noctalia-osd*"
+          exclude namespace="noctalia-notifications*"
           background-effect {
               xray false
               blur true
diff --git a/home/programs/shell/fish.nix b/home/programs/shell/fish.nix
index 87a8457..c3ac1da 100644
--- a/home/programs/shell/fish.nix
+++ b/home/programs/shell/fish.nix
@@ -17,6 +17,12 @@
       shellInit = ''
         zoxide init fish | source
         export PATH="$HOME/.local/bin:$HOME/.juliaup/bin:$PATH"
+
+        if test -n "$container"
+          export PATH="$HOME/.local/bin:$HOME/.juliaup/bin:$HOME/.npm-global/bin:$PATH"
+          eval "$(/home/linuxbrew/.linuxbrew/bin/brew shellenv fish)"
+        end
+
         set -g fish_color_command = blue --italics
         set -g fish_color_quote = yellow --italics
       '';
diff --git a/home/programs/utils/ai.nix b/home/programs/utils/ai.nix
index ee9210c..84dc84e 100644
--- a/home/programs/utils/ai.nix
+++ b/home/programs/utils/ai.nix
@@ -16,6 +16,8 @@
     ANTHROPIC_AUTH_TOKEN = "$(cat ${config.age.secrets.anyrouter_token.path})";
     ANTHROPIC_BASE_URL = "https://anyrouter.top";
     SILICONFLOW_API_KEY = "$(cat ${config.age.secrets.siliconflow_token.path})";
+    MOONSHOT_API_KEY = "$(cat ${config.age.secrets.kimi_token.path})";
+    TELEGRAM_BOT_TOKEN = "$(cat ${config.age.secrets.telegram_bot_token.path})";
   };
   home.packages = with pkgs; [
     inputs.kimi-cli.packages.${pkgs.stdenv.hostPlatform.system}.default
diff --git a/secrets/age.nix b/secrets/age.nix
index 391b4e6..ef5ff85 100644
--- a/secrets/age.nix
+++ b/secrets/age.nix
@@ -8,5 +8,7 @@
     zjuconnect_password.file = ./zjuconnect_password.age;
     linkai_token.file = ./linkai_token.age;
     anyrouter_token.file = ./anyrouter_token.age;
+    kimi_token.file = ./kimi_token.age;
+    telegram_bot_token.file = ./telegram_bot_token.age;
   };
 }
diff --git a/secrets/kimi_token.age b/secrets/kimi_token.age
new file mode 100644
index 0000000..42e886d
Binary files /dev/null and b/secrets/kimi_token.age differ
diff --git a/secrets/secrets.nix b/secrets/secrets.nix
index 3d089f4..483755a 100644
--- a/secrets/secrets.nix
+++ b/secrets/secrets.nix
@@ -10,6 +10,8 @@ let
     "zjuconnect_password"
     "linkai_token"
     "anyrouter_token"
+    "kimi_token"
+    "telegram_bot_token"
   ];
 in
 builtins.listToAttrs (
diff --git a/secrets/telegram_bot_token.age b/secrets/telegram_bot_token.age
new file mode 100644
index 0000000..56e2968
--- /dev/null
+++ b/secrets/telegram_bot_token.age
@@ -0,0 +1,7 @@
+age-encryption.org/v1
+-> ssh-ed25519 MpnI9A owwKjh4rthl70p4PbFH0QcXvQijCXUOnELb+LH1eQGU
+55p0xBIpi35SC2fkAS3eLpIiN0242AU5xH3co06XhP0
+-> ssh-ed25519 6VlDkQ sgc86ojhyp5vHI3rODSNMBtBmCzD02zeYS5KJnsHZBM
+4FDg2wiQo9FDCJgf8NkixPk4IWaHclSUS0LOiIv/aHM
+--- aQBvEpHW9O+1cZMAN28j72kK1TAcGZ9yy7/eagsd4GM
+�Y����/	�˂��d��e��2P�j5z�~�2=Yz�����Gb�M�W`��QH1�ݣ�(<+�1N!�{§���=�
\ No newline at end of file