diff --git a/AI/docker-compose.yml b/AI/docker-compose.yml
index cc0f340..365ac82 100644
--- a/AI/docker-compose.yml
+++ b/AI/docker-compose.yml
@@ -2,7 +2,7 @@ version: "3.8"
 
 services:
   ollama:
-    image: docker.mafyuh.xyz/ollama/ollama:0.1.45
+    image: docker.mafyuh.xyz/ollama/ollama:0.1.48
     container_name: ollama
     restart: unless-stopped
     volumes:
@@ -18,7 +18,7 @@ services:
               capabilities: [gpu]
 
   open-webui:
-    image: ghcr.io/open-webui/open-webui:0.3.5
+    image: ghcr.io/open-webui/open-webui:0.3.7
     container_name: open-webui
     restart: unless-stopped
     ports:
@@ -29,7 +29,7 @@ services:
       - host.docker.internal:host-gateway
 
   mindsdb:
-    image: docker.mafyuh.xyz/mindsdb/mindsdb:v24.6.3.1
+    image: docker.mafyuh.xyz/mindsdb/mindsdb:v24.7.1.0
     container_name: mindsdb
     ports:
       - 47334:47334
diff --git a/ag-backup/docker-compose.yml b/ag-backup/docker-compose.yml
index f01af6a..1b75373 100644
--- a/ag-backup/docker-compose.yml
+++ b/ag-backup/docker-compose.yml
@@ -1,7 +1,7 @@
 ---
 services:
   adguardhome:
-    image: docker.mafyuh.xyz/adguard/adguardhome:v0.107.51
+    image: docker.mafyuh.xyz/adguard/adguardhome:v0.107.52
     container_name: adguardhome
     restart: unless-stopped
     volumes:
diff --git a/ag-main/docker-compose.yml b/ag-main/docker-compose.yml
index a1b3c2a..9805bf2 100644
--- a/ag-main/docker-compose.yml
+++ b/ag-main/docker-compose.yml
@@ -1,7 +1,7 @@
 ---
 services:
   adguardhome:
-    image: docker.mafyuh.xyz/adguard/adguardhome:v0.107.51
+    image: docker.mafyuh.xyz/adguard/adguardhome:v0.107.52
     container_name: adguardhome
     restart: unless-stopped
     volumes:
@@ -22,7 +22,7 @@ services:
       - 5443:5443/udp
 
   adguardhome-sync:
-    image: ghcr.io/linuxserver/adguardhome-sync@sha256:67962a0e15bf1a41e4bc0083d93d7e0268ad6431482c337ef49d5f2673c36c71
+    image: ghcr.io/linuxserver/adguardhome-sync@sha256:eb34df4da9480993a7e63f600541c5c6f3462dbabe8a67780cf58740957526fe
     container_name: adguardhome-sync
     environment:
       - PUID=1000
diff --git a/arm/docker-compose.yml b/arm/docker-compose.yml
index dbdeb44..5b2c66f 100644
--- a/arm/docker-compose.yml
+++ b/arm/docker-compose.yml
@@ -1,7 +1,7 @@
 ---
 services:
   server:
-    image: codeberg.org/forgejo/forgejo:7.0.4
+    image: codeberg.org/forgejo/forgejo:7.0.5
     container_name: forgejo
     environment:
       - USER_UID=1000
@@ -53,7 +53,7 @@ services:
       - gitea_main
 
   nginx-proxy-manager:
-    image: docker.mafyuh.xyz/jc21/nginx-proxy-manager:2.11.2
+    image: docker.mafyuh.xyz/jc21/nginx-proxy-manager:2.11.3
     container_name: nginx-proxy-manager
     ports:
       - 80:80
@@ -107,7 +107,7 @@ services:
     networks:
       - gitea_main
   n8n:
-    image: ghcr.io/n8n-io/n8n:1.47.0
+    image: ghcr.io/n8n-io/n8n:1.48.2
     container_name: n8n
     ports:
       - 5678:5678
@@ -137,7 +137,7 @@ services:
         ipv4_address: 172.25.0.25
 
   syncthing:
-    image: ghcr.io/linuxserver/syncthing@sha256:6e70dd0cc0ddb038a8f58cf0945d6659b13c984f11d708407469bf16d520574c
+    image: ghcr.io/linuxserver/syncthing@sha256:bc97605a1d7d07ca221a05949ea0f56a0585feb5db375b756b1f2bca0354600f
     container_name: syncthing
     hostname: ARM #optional
     environment:
diff --git a/arrs/docker-compose.yml b/arrs/docker-compose.yml
index 1d41e4c..a5da878 100644
--- a/arrs/docker-compose.yml
+++ b/arrs/docker-compose.yml
@@ -1,7 +1,7 @@
 ---
 services:
   bazarr:
-    image: ghcr.io/linuxserver/bazarr@sha256:6fb83511c0dca70a400fde79cb45ed59c4f66ea30dcba8c6f9274f01d77e5aef
+    image: ghcr.io/linuxserver/bazarr@sha256:86ad012fc31e974dcf0147900a202443d92d12f4334a9e4ec89baa2052fb12fa
     container_name: bazarr
     ports:
       - "6767:6767"
@@ -15,7 +15,7 @@ services:
       - PGID=1000
 
   lidarr:
-    image: ghcr.io/linuxserver/lidarr@sha256:a7d0282dcdbf5b11306cc4054c11b42252106b5e8494375231322822d31ac9f6
+    image: ghcr.io/linuxserver/lidarr@sha256:1c051955d5a564e67dab3711be1b9407acd988fd72e2a7d271255d41f6b818ea
     container_name: lidarr
     ports:
       - "8686:8686"
@@ -31,7 +31,7 @@ services:
       - PGID=1000
 
   prowlarr:
-    image: ghcr.io/linuxserver/prowlarr@sha256:3061e68afda543202ee7382cbfe3bfa94a1ab7d03ebaa242c732ffe2f73088f0
+    image: ghcr.io/linuxserver/prowlarr@sha256:211cfc5b99e14dee7d49190b6ac8cceee3183a58240d522fb1937847ee4518e4
     container_name: prowlarr
     ports:
       - "9696:9696"
@@ -43,7 +43,7 @@ services:
       - PGID=1000
 
   radarr:
-    image: ghcr.io/linuxserver/radarr@sha256:3e64efcc14f9b21b30e78c39203e754d1d1a897d0f76ffb92450cd5c8ae16c9a
+    image: ghcr.io/linuxserver/radarr@sha256:c5b78b1f1e8556d781788194c4ee2b87ca7e3620b701bfce31499e60ee50eca3
     container_name: radarr
     ports:
       - "7878:7878"
@@ -57,7 +57,7 @@ services:
       - PGID=1000
 
   sonarr:
-    image: ghcr.io/linuxserver/sonarr@sha256:275467ba17d990bbc6301dec3cc76b042969836749de39067818759d0f3b407f
+    image: ghcr.io/linuxserver/sonarr@sha256:3f193d343c1225676c1ea0547c5022fd83c4459a493870179dff9e87c54dbbc9
     container_name: sonarr
     ports:
       - "8989:8989"
@@ -91,7 +91,7 @@ services:
       - AUTH_OIDC_ADMIN_GROUP=${AUTH_OIDC_ADMIN_GROUP}
 
   doplarr:
-    image: ghcr.io/linuxserver/doplarr@sha256:d621ebd24dd6296a6aefe2772c7c0ad6429bc5a4c93b32326816bf27758750c9
+    image: ghcr.io/linuxserver/doplarr@sha256:b71ea85a718b4ed924f132c6a5e62ddef68a7f43ba137f4f30900067532a5d9a
     container_name: doplarr
     environment:
       - PUID=1000
@@ -140,7 +140,7 @@ services:
     image: gcr.io/cadvisor/cadvisor:v0.49.1
 
   syncthing:
-    image: ghcr.io/linuxserver/syncthing@sha256:6e70dd0cc0ddb038a8f58cf0945d6659b13c984f11d708407469bf16d520574c
+    image: ghcr.io/linuxserver/syncthing@sha256:bc97605a1d7d07ca221a05949ea0f56a0585feb5db375b756b1f2bca0354600f
     container_name: syncthing
     hostname: ARRS
     environment:
@@ -157,6 +157,21 @@ services:
       - 21027:21027/udp
     restart: unless-stopped
 
+  code-server:
+    image: ghcr.io/linuxserver/code-server@sha256:086c9625a89bec4ea651cea26ee5ec7c242fe3d318fdc9142fd89b091bae04e6
+    container_name: code-server
+    environment:
+      - PUID=1000
+      - PGID=1000
+      - TZ=Etc/UTC
+      - SUDO_PASSWORD=$SUDO_PASSWORD
+      - PROXY_DOMAIN=$PROXY_DOMAIN
+    volumes:
+      - /docker/appdata/code-server/config:/config
+    ports:
+      - 8443:8443
+    restart: unless-stopped
+
 networks:
   default:
     name: arrs_default
diff --git a/authentik/docker-compose.yml b/authentik/docker-compose.yml
index 1c2e5d1..c43d5bd 100644
--- a/authentik/docker-compose.yml
+++ b/authentik/docker-compose.yml
@@ -3,7 +3,7 @@ version: "3.4"
 
 services:
   postgresql:
-    image: docker.io/library/postgres:12-alpine
+    image: docker.io/library/postgres:16-alpine
     restart: unless-stopped
     healthcheck:
       test: ["CMD-SHELL", "pg_isready -d $${POSTGRES_DB} -U $${POSTGRES_USER}"]
@@ -79,15 +79,6 @@ services:
     depends_on:
       - postgresql
       - redis
-  authentik_ldap:
-        image: ghcr.io/goauthentik/ldap@sha256:7f317da9b736dec3e53b71b7face1787d4f15aee00e80d003e5ff3b2d49ee382
-        ports:
-            - 389:3389
-            - 636:6636
-        environment:
-            AUTHENTIK_HOST: ${AUTH_HOST}
-            AUTHENTIK_INSECURE: "true"
-            AUTHENTIK_TOKEN: ${AUTH_TOKEN}
 
 volumes:
   database:
diff --git a/docker-runner/docker-compose.yml b/docker-runner/docker-compose.yml
new file mode 100644
index 0000000..7a76451
--- /dev/null
+++ b/docker-runner/docker-compose.yml
@@ -0,0 +1,26 @@
+---
+services:
+  docker-in-docker:
+    image: docker:dind
+    container_name: 'docker_dind'
+    privileged: 'true'
+    command: ['dockerd', '-H', 'tcp://0.0.0.0:2375', '--tls=false']
+    restart: 'unless-stopped'
+
+  gitea:
+    image: 'code.forgejo.org/forgejo/runner:3.5.0'
+    links:
+      - docker-in-docker
+    depends_on:
+      docker-in-docker:
+        condition: service_started
+    container_name: 'runner'
+    environment:
+      DOCKER_HOST: tcp://docker-in-docker:2375
+    # User without root privileges, but with access to `/data`.
+    user: 1000:1000
+    volumes:
+      - /home/mafyuh/data:/data
+    restart: 'unless-stopped'
+
+    command: '/bin/sh -c "sleep 5; forgejo-runner daemon"'
diff --git a/downloaders/docker-compose.yml b/downloaders/docker-compose.yml
index 479bc9f..8e23a88 100644
--- a/downloaders/docker-compose.yml
+++ b/downloaders/docker-compose.yml
@@ -1,7 +1,7 @@
 version: '3.9'
 services:
   sabnzbd:
-    image: ghcr.io/linuxserver/sabnzbd@sha256:4fb40ea724abc25cf9496cdbc8e528aa0882132737e49c5e712c264284fa7b94
+    image: ghcr.io/linuxserver/sabnzbd@sha256:db76abdcd65ba2c06a630d17d7e71e75245f8c7ace734d4cadd6402e2776ad5c
     container_name: sabnzbd
     environment:
       - PUID=1000
@@ -32,7 +32,7 @@ services:
       - VPN_USER=mafyuh+pmp
       - VPN_PASS=
       - STRICT_PORT_FORWARD=yes
-      - LAN_NETWORK=10.0.0.0/24,10.69.69.0/24
+      - LAN_NETWORK=$LAN_NETWORK
       - ENABLE_PRIVOXY=yes
       - PUID=1000
       - PGID=1000
@@ -48,7 +48,7 @@ services:
     restart: unless-stopped
 
   flaresolverr:
-    image: ghcr.io/flaresolverr/flaresolverr:v3.3.20
+    image: ghcr.io/flaresolverr/flaresolverr:v3.3.21
     container_name: flaresolverr
     ports:
       - '8191:8191'
diff --git a/jellyfin/docker-compose.yml b/jellyfin/docker-compose.yml
index a994db4..6431b7d 100644
--- a/jellyfin/docker-compose.yml
+++ b/jellyfin/docker-compose.yml
@@ -34,7 +34,7 @@ services:
     privileged: true
 
   syncthing:
-    image: ghcr.io/linuxserver/syncthing@sha256:6e70dd0cc0ddb038a8f58cf0945d6659b13c984f11d708407469bf16d520574c
+    image: ghcr.io/linuxserver/syncthing@sha256:bc97605a1d7d07ca221a05949ea0f56a0585feb5db375b756b1f2bca0354600f
     container_name: syncthing
     hostname: JF
     environment:
diff --git a/netboot/docker-compose.yml b/netboot/docker-compose.yml
index 814738f..f073f03 100644
--- a/netboot/docker-compose.yml
+++ b/netboot/docker-compose.yml
@@ -1,7 +1,7 @@
 ---
 services:
   netbootxyz:
-    image: ghcr.io/linuxserver/netbootxyz@sha256:dce6b2c729611f1090f2e6479b764d98aef24cc340d018d923fa6678fcbf330e
+    image: ghcr.io/linuxserver/netbootxyz@sha256:f1d0a90e7b677bcafcf3791aae86e52e2d8a307920f475581b5afe4b96e24641
     container_name: netboot
     environment:
       - PUID=1000
diff --git a/runner/docker-compose.yml b/runner/docker-compose.yml
new file mode 100644
index 0000000..7a76451
--- /dev/null
+++ b/runner/docker-compose.yml
@@ -0,0 +1,26 @@
+---
+services:
+  docker-in-docker:
+    image: docker:dind
+    container_name: 'docker_dind'
+    privileged: 'true'
+    command: ['dockerd', '-H', 'tcp://0.0.0.0:2375', '--tls=false']
+    restart: 'unless-stopped'
+
+  gitea:
+    image: 'code.forgejo.org/forgejo/runner:3.5.0'
+    links:
+      - docker-in-docker
+    depends_on:
+      docker-in-docker:
+        condition: service_started
+    container_name: 'runner'
+    environment:
+      DOCKER_HOST: tcp://docker-in-docker:2375
+    # User without root privileges, but with access to `/data`.
+    user: 1000:1000
+    volumes:
+      - /home/mafyuh/data:/data
+    restart: 'unless-stopped'
+
+    command: '/bin/sh -c "sleep 5; forgejo-runner daemon"'