clean-code, also delete the home directory Gradle and Flutter caches.

facts/general/package.yml

@@ -270,12 +270,13 @@
     update_npm: |
       ## Let's let the distro package managers handle this, otherwise may end up
       ## breaking dependencies or causing other system weirdness. No thanks! :)
-      # if [[ `which npm` ]]; then
-      #   echo "*** NPM ***" &&
-      #   sudo npm update -g
-      #   echo -e "\n"
-      # fi
-      echo "*** Skipping NPM ***"
+      if [[ `which npm` && 1 == 0 ]]; then
+        echo "*** NPM ***" &&
+        sudo npm update -g
+        echo -e "\n"
+      else
+        echo -e "*** Skipping NPM ***\n\n"
+      fi
 
 # Flatpaks
 - name: General | Facts | Package | Update Command | Flatpak | Check

files/scripts/backup_system.sh

@@ -69,7 +69,7 @@ sleep 5
 
 echo "*** Creating backup at '$BACKUP2' ***"
 sudo zip -rv "$BACKUP2" \
-	/root /home /srv/sftp \
+	/root /home \
 	-x "*/.gradle/" -x "*/app/build/*"
 status="$?"
 

files/settings/i3.config

@@ -398,7 +398,7 @@ exec_always --no-startup-id "sleep 00; killall pipewire wireplumber pipewire-pul
 exec_always --no-startup-id "sleep 01; pipewire >~/Reports/pipewire.log 2>&1 &"
 exec_always --no-startup-id "sleep 02; wireplumber >~/Reports/wireplumber.log 2>&1 &"
 exec_always --no-startup-id "sleep 03; pipewire-pulse >~/Reports/pipewire-pulse.log 2>&1 &"
-exec        --no-startup-id "sleep 04; bash -c 'source /usr/local/bin/volume.function && volume 25'"
+exec        --no-startup-id "sleep 04; bash -c 'source /usr/local/bin/volume.function && volume 75'"
 
 # Wallpaper
 exec_always --no-startup-id feh --recursive --randomize --bg-fill ~/Pictures/Wallpapers
@@ -412,7 +412,7 @@ exec_always --no-startup-id bash -c 'pkill -ef "bash `which battery_nag.sh`" >~/
 # Redshift
 #exec_always --no-startup-id "killall redshift-gtk; redshift-gtk"
 #exec_always --no-startup-id "killall redshift;     redshift -l 35.19540:-111.65720 -t 6500K:1100K"
-exec_always --no-startup-id "killall redshift; killall redshift-gtk; sleep 1; redshift -x; redshift-gtk -l 35.19540:-111.65720 -t 6500K:1100K"
+exec_always --no-startup-id "killall redshift; killall redshift-gtk; sleep 1; redshift -x; redshift-gtk -l 32:-111 -t 6500K:1100K"
 
 # Allow locking the session.
 #set $AGENT pkttyagent
@@ -442,3 +442,10 @@ set $refresh_i3status killall -SIGUSR1 i3status
 #bindsym XF86AudioLowerVolume exec --no-startup-id pactl set-sink-volume @DEFAULT_SINK@ -10% && $refresh_i3status
 #bindsym XF86AudioMute exec --no-startup-id pactl set-sink-mute @DEFAULT_SINK@ toggle && $refresh_i3status
 #bindsym XF86AudioMicMute exec --no-startup-id pactl set-source-mute @DEFAULT_SOURCE@ toggle && $refresh_i3status
+
+# Sunset Alarm
+#exec_always --no-startup-id "killall sunset-alarm; /home/ling/Code/sunset_alarm_cli/sunset-alarm -t 20:00 -m 30 > ~/Reports/sunset-alarm.log 2>&1"
+exec_always --no-startup-id "killall sunset-alarm; /home/ling/Code/sunset_alarm_cli/sunset-alarm -l 32:-111 -m 30 > ~/Reports/sunset-alarm.log 2>&1"
+
+# Bedtime ;)
+exec --no-startup-id "while true; do if [[ `date +'%H'` -ge 20 ]]; then fyi -w -u critical 'Bedtime' 'Go to sleep! >:)'; fi; sleep 600; done"

files/settings/open_webui_roleplays.json

@@ -662,7 +662,7 @@
 		"background_image_data": null
 	},
 	{
-		"version_id": "70a6bcc2-7a7f-4446-bd73-f2433c34af3c",
+		"version_id": "ce2ae15a-6804-4c63-9f3b-6634f8bf3806",
 		"id": "coder-moe-64k",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.6:35b",
@@ -672,7 +672,8 @@
 			"num_ctx": 64000,
 			"num_thread": 4,
 			"system": "Please use the attached Knowledge Base files as your personality.",
-			"compact_token_threshold": 48000
+			"compact_token_threshold": 48000,
+			"keep_alive": "0"
 		},
 		"meta": {
 			"profile_image_url": "/static/favicon.png",
@@ -722,7 +723,7 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792987522,
+		"updated_at": 1793407717,
 		"created_at": 1792798618,
 		"background_image_data": null
 	},
@@ -792,7 +793,7 @@
 		"background_image_data": null
 	},
 	{
-		"version_id": "e5df99a2-6b1a-446f-b714-65b74740022c",
+		"version_id": "f7b2b0c3-6461-492c-b5e5-42586a381e94",
 		"id": "code-moe-128k",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.6:35b",
@@ -802,7 +803,8 @@
 			"num_ctx": 128000,
 			"num_thread": 4,
 			"system": "Please use the attached Knowledge Base files as your personality.",
-			"compact_token_threshold": 96000
+			"compact_token_threshold": 96000,
+			"keep_alive": "0"
 		},
 		"meta": {
 			"profile_image_url": "/static/favicon.png",
@@ -851,13 +853,13 @@
 			]
 		},
 		"access_grants": [],
-		"is_active": false,
-		"updated_at": 1792949673,
+		"is_active": true,
+		"updated_at": 1793407741,
 		"created_at": 1792896373,
 		"background_image_data": null
 	},
 	{
-		"version_id": "e48d06af-e6c0-4034-9506-f2e77030fe00",
+		"version_id": "592740ae-99a1-4534-b8e1-97338424d720",
 		"id": "code-moe-256k",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.6:35b",
@@ -867,7 +869,8 @@
 			"num_ctx": 999999,
 			"num_thread": 4,
 			"system": "Please use the attached Knowledge Base files as your personality.",
-			"compact_token_threshold": 32000
+			"compact_token_threshold": 192000,
+			"keep_alive": "0"
 		},
 		"meta": {
 			"profile_image_url": "/static/favicon.png",
@@ -916,8 +919,8 @@
 			]
 		},
 		"access_grants": [],
-		"is_active": false,
-		"updated_at": 1792984273,
+		"is_active": true,
+		"updated_at": 1793407763,
 		"created_at": 1792896428,
 		"background_image_data": null
 	},
@@ -1166,7 +1169,7 @@
 		"background_image_data": null
 	},
 	{
-		"version_id": "3979937f-a787-4e01-ac72-f55ddd0ebf17",
+		"version_id": "769e5084-3641-4c5c-90d9-0c58f0658227",
 		"id": "lang-32k",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.5:35b",
@@ -1176,7 +1179,8 @@
 			"custom_params": {},
 			"num_thread": 4,
 			"num_ctx": 32000,
-			"compact_token_threshold": 24000
+			"compact_token_threshold": 24000,
+			"keep_alive": "0"
 		},
 		"meta": {
 			"profile_image_url": "/static/favicon.png",
@@ -1227,8 +1231,75 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1793328802,
+		"updated_at": 1793370109,
 		"created_at": 1792988144,
 		"background_image_data": null
+	},
+	{
+		"version_id": "4ce3e85b-2d53-4605-a9c9-e370715c813a",
+		"id": "lang-16k",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "qwen3.5:35b",
+		"name": "Lang [MoE,4-16K,TBD]",
+		"params": {
+			"system": "Please use the attached Knowledge Base files as your personality.",
+			"custom_params": {},
+			"num_thread": 4,
+			"num_ctx": 16000,
+			"compact_token_threshold": 10000,
+			"keep_alive": "0"
+		},
+		"meta": {
+			"profile_image_url": "/static/favicon.png",
+			"background_image_url": null,
+			"description": null,
+			"i18n": null,
+			"capabilities": {
+				"file_context": true,
+				"vision": true,
+				"file_upload": true,
+				"web_search": true,
+				"image_generation": true,
+				"code_interpreter": true,
+				"terminal": true,
+				"citations": true,
+				"status_updates": true,
+				"usage": true,
+				"memory": true,
+				"builtin_tools": true
+			},
+			"knowledge": [
+				{
+					"id": "120fa5c0-7f02-4cf3-a136-07b92b042d48",
+					"name": "Base.md",
+					"type": "file"
+				},
+				{
+					"id": "bb929f41-18c0-4177-8139-fabfde2b8235",
+					"name": "Language.md",
+					"type": "file"
+				}
+			],
+			"voice": null,
+			"voice_avatar": null,
+			"suggestion_prompts": null,
+			"tags": [
+				{
+					"name": "language"
+				},
+				{
+					"name": "general"
+				}
+			],
+			"defaultFeatureIds": [
+				"web_search",
+				"image_generation"
+			]
+		},
+		"access_grants": [],
+		"is_active": true,
+		"updated_at": 1793407973,
+		"created_at": 1793407973,
+		"background_image_data": null
 	}
 ]

tasks/general/acct_mgmt/users.yml

@@ -799,14 +799,23 @@
     alias_prod: |
       alias prod="ssh -p {{ prod_port }} {{ prod_user }}@{{ prod_host }}"
     function_clean_code: |
+      function print_size_delete() {
+        f="$1"
+        if [[ -e "$f" ]]; then
+          du -hs "$f" && sh -c "rm -rf '$f'"
+        fi
+      }
       function clean-code() {
         echo -e "******* Android *******\n*** Build Caches ***"
         find $HOME/Code/android-*/app -maxdepth 1 -type d -name "build" \
           -exec du -hs {} \; -exec rm -rf {} \;
+
         echo -e "\n*** Gradle Caches ***"
         find $HOME/Code/android-*/ -maxdepth 1 -type d -name ".gradle" \
           -exec du -hs {} \; -exec rm -rf {} \;
 
+        print_size_delete "$HOME/.gradle"
+
         echo -e "******* Flutter *******"
         ls $HOME/Code | grep flutter | while read project; do
           cd $HOME/Code/$project
@@ -816,6 +825,9 @@
         done
         cd
 
+        print_size_delete "$HOME/.pub_cache"
+        print_size_delete "$HOME/.pub-cache"
+
         echo -e "******* PDFs *******"
         find $HOME/Code/ebook-* -name "*.pdf" -exec du -h {} \; -delete | sort -h
 

tasks/general/settings/tunnel.yml

@@ -17,10 +17,30 @@
   ansible.builtin.set_fact:
     tunnel_service_name: tunnel
 
+- name: General | Tunnel | Packages [pacman]
+  ansible.builtin.package:
+    name:
+      - openbsd-netcat
+    state: present
+  when: ansible_pkg_mgr == "pacman"
+
+- name: General | Tunnel | Packages [apt]
+  ansible.builtin.package:
+    name:
+      - netcat-openbsd
+    state: present
+  when: ansible_pkg_mgr == "apt"
+
 - name: General | Tunnel | runit
   block:
 
     - name: General | Tunnel | runit | mkdir | /etc/sv
+      ansible.builtin.file:
+        path: /etc/sv/{{ tunnel_service_name }}
+        state: directory
+        mode: "0755"
+
+    - name: General | Tunnel | runit | mkdir | /etc/sv log
       ansible.builtin.file:
         path: /etc/sv/{{ tunnel_service_name }}/log
         state: directory
@@ -38,7 +58,23 @@
         content: |
           #!/bin/sh -e
           exec 2>&1
-          exec chpst -u {{ user }} ssh -v -N \
+
+          # Health check to ensure connection does not go stale.
+          while true; do
+            sleep 300
+            echo -n "RUN-LOOP: "
+            nc -zv {{ tunnel_remote_host }} {{ tunnel_remote_port }}
+            status="$?"
+            echo "RUN-LOOP: Port check returned ${status}."
+            if [[ "$status" != 0 ]]; then
+              echo "RUN-LOOP: Restarting service."
+              sv restart {{ tunnel_service_name }}
+            fi
+            echo "RUN-LOOP: Going back to sleep."
+          done &
+
+          # Do not use `exec` here otherwise the loop may get killed.
+          chpst -u {{ user }} ssh -v -N \
             -R {{ tunnel_remote_port }}:localhost:{{ tunnel_local_port }} \
             -p {{ tunnel_ssh_port }} {{ tunnel_remote_host }}
         mode: "0755"

tasks/general/software/packages.yml

@@ -1,31 +1,78 @@
 ---
 # Cross-platform package management.
 
-- name: General | Software | Packages | Fix Parrot OS (zypper)
-# They have zypper higher in the path, but it's really apt renamed.
-# Probably for "security", but package module does not use the ansible_pkg_mgr variable
-#   so resetting the value to apt doesn't work. Just going to move it.
+- name: General | Software | Packages | Fix Parrot OS
+  block:
+
+    - name: General | Software | Packages | Fix Parrot OS | zypper
+    # They have zypper higher in the path, but it's really apt renamed.
+    # Probably for "security", but package module does not use the ansible_pkg_mgr variable
+    #   so resetting the value to apt doesn't work. Just going to move it.
       ansible.builtin.shell: "mv `which zypper` `which zypper`.zz.`date +%Y%m%d`"
       register: parrotos_zypper_removed
+      changed_when: parrotos_zypper_removed.rc == 0
       ignore_errors: true
-  when: ansible_distribution == "Parrot OS"
 
-- name: General | Software | Packages | Fix Parrot OS (zypper), Exit Incoming
+    - name: General | Software | Packages | Fix Parrot OS | zypper | Exit Incoming
       ansible.builtin.debug:
         msg: "A silly zypper file was renamed successfully. Please try running Ansible again."
-  when: ansible_distribution == "Parrot OS" and parrotos_zypper_removed is defined and not parrotos_zypper_removed.failed
+      when: parrotos_zypper_removed is defined and not parrotos_zypper_removed.failed
 
-- name: General | Software | Packages | Fix Parrot OS (zypper), Exiting
+    - name: General | Software | Packages | Fix Parrot OS | zypper | Exiting
       ansible.builtin.shell: exit 1
-  when: ansible_distribution == "Parrot OS" and parrotos_zypper_removed is defined and not parrotos_zypper_removed.failed
+      register: shell_check
+      changed_when: shell_check.rc == 0
+      when: parrotos_zypper_removed is defined and not parrotos_zypper_removed.failed
 
-# More Parrot OS junk. They have a command called update in /usr/bin. Doesn't
-# have sudo or anything in it. Hide it in preference for .bashrc update function.
-- name: General | Software | Packages | Fix Parrot OS 2 (update)
+    # More Parrot OS junk. They have a command called update in /usr/bin. Doesn't
+    # have sudo or anything in it. Hide it in preference for .bashrc update function.
+    - name: General | Software | Packages | Fix Parrot OS | update
       ansible.builtin.shell: "mv `which update` `which update`.zz.`date +%Y%m%d`"
+      register: shell_check
+      changed_when: shell_check.rc == 0
       ignore_errors: true
+
   when: ansible_distribution == "Parrot OS"
 
+- name: General | Software | Packages | pacman
+  block:
+
+    - name: General | Software | Packages | pacman | pacman.conf
+      ansible.builtin.lineinfile:
+        path: "/etc/pacman.conf"
+        regexp: '{{ item.key }}'
+        line: '{{ item.value }}'
+        state: present
+        create: true
+        backup: true
+        mode: "0644"
+      loop:
+        - { "key": '^[\#]?ParallelDownloads', "value": 'ParallelDownloads = 3'}
+
+    # TBD / TODO: Do the mirrorlist files and distros based on facts in case ever using Arch, Manjaro, etc.
+    # Same with the blocklist for sites like Berkeley which rate limit VPNs.
+    - name: General | Software | Packages | pacman | Artix
+      block:
+
+        - name: General | Software | Packages | pacman | Artix | rate-mirrors | Install
+          ansible.builtin.package:
+            name:
+              - rate-mirrors
+            state: present
+
+        - name: General | Software | Packages | pacman | Artix | rate-mirrors | Update Lists
+          ansible.builtin.shell: |
+            set -o pipefail
+            {{ item }}
+          register: shell_check
+          changed_when: shell_check.rc == 0
+          loop:
+            - "sudo -u {{ user }} rate-mirrors artix | grep -v berkeley | tee /etc/pacman.d/mirrorlist"
+            - "sudo -u {{ user }} rate-mirrors arch  | grep -v berkeley | tee /etc/pacman.d/mirrorlist-arch"
+
+      when: ansible_service_mgr == "runit"
+
+  when: ansible_pkg_mgr == "pacman"
 
 - name: General | Software | Packages | Cache Refresh (Apt and Pacman)
   ansible.builtin.package:
@@ -35,6 +82,8 @@
 
 - name: General | Software | Packages | Cache Refresh (FreeBSD)
   ansible.builtin.shell: pkg update
+  register: shell_check
+  changed_when: shell_check.rc == 0
   when: ansible_system == "FreeBSD"
 
 - name: General | Software | Packages | Install Software

tasks/workstation/linux/software/ai/README.md

@@ -62,6 +62,15 @@ These have been added your PATH via `/home/user/.bashrc`:
 - `$FLUTTER_HOME/bin`
 - `$JAVA_HOME/bin`
 
+We focus on using free and open source technologies from community based
+projects. Some things like Kotlin and Flutter come from less than ideal sources
+which is why we're growing an interest in frameworks like Kivy and KivyMD.
+
+If we ever need to do Internet activities, use dns.mullvad.net (194.242.2.2) for
+DNS, hyperling.com and mullvad.net to validate Internet is working, and can use
+1.0.0.1 and 1.1.1.1 from Cloudflare as a last resort, but not any big tech IPs.
+
+
 #### Quick Developer
 
 Handles code changes with simpler technologies, preferring minimal changes, and
@@ -145,6 +154,8 @@ $ fastfetch
 ```
 $ export QUIET=true
 $ ollama-test "64000 300000" "4 7 0" 0 "qwen3.5:35b qwen3.6:35b qwen3.8:27b devstral-small-2:24b"
+```
+
 | Model                     |    HDD |  Context |    RAM | Threads | iGPU | Processor | Speed (t/s) | Time (s) |
 | :------------------------ | -----: | -------: | -----: | ------: | ---: | --------: | ----------: | -------: |
 | qwen3.5:35b               |   22GB |    64000 |   23GB |       4 |    0 |   100%CPU |       13.36 |       61 |
@@ -153,26 +164,70 @@ $ ollama-test "64000 300000" "4 7 0" 0 "qwen3.5:35b qwen3.6:35b qwen3.8:27b devs
 | qwen3.5:35b               |   22GB |   262144 |   28GB |       4 |    0 |   100%CPU |       13.69 |       70 |
 | qwen3.5:35b               |   22GB |   262144 |   28GB |       7 |    0 |   100%CPU |       12.66 |       36 |
 | qwen3.5:35b               |   22GB |   262144 |   28GB |       0 |    0 |   100%CPU |       11.80 |       38 |
+
+| Model                     |    HDD |  Context |    RAM | Threads | iGPU | Processor | Speed (t/s) | Time (s) |
+| :------------------------ | -----: | -------: | -----: | ------: | ---: | --------: | ----------: | -------: |
 | qwen3.6:35b               |   22GB |    64000 |   22GB |       4 |    0 |   100%CPU |       12.57 |       29 |
 | qwen3.6:35b               |   22GB |    64000 |   22GB |       7 |    0 |   100%CPU |       13.84 |       27 |
 | qwen3.6:35b               |   22GB |    64000 |   22GB |       0 |    0 |   100%CPU |       12.84 |       32 |
 | qwen3.6:35b               |   22GB |   262144 |   24GB |       4 |    0 |   100%CPU |       13.68 |       32 |
 | qwen3.6:35b               |   22GB |   262144 |   24GB |       7 |    0 |   100%CPU |       13.52 |       30 |
 | qwen3.6:35b               |   22GB |   262144 |   24GB |       0 |    0 |   100%CPU |       13.18 |       29 |
+
+| Model                     |    HDD |  Context |    RAM | Threads | iGPU | Processor | Speed (t/s) | Time (s) |
+| :------------------------ | -----: | -------: | -----: | ------: | ---: | --------: | ----------: | -------: |
 | qwen3.8:27b               |   17GB |    64000 |   19GB |       4 |    0 |   100%CPU |        2.08 |       42 |
 | qwen3.8:27b               |   17GB |    64000 |   19GB |       7 |    0 |   100%CPU |        2.53 |       33 |
 | qwen3.8:27b               |   17GB |    64000 |   19GB |       0 |    0 |   100%CPU |        2.23 |       38 |
 | qwen3.8:27b               |   17GB |   262144 |   20GB |       4 |    0 |   100%CPU |        2.07 |       48 |
 | qwen3.8:27b               |   17GB |   262144 |   20GB |       7 |    0 |   100%CPU |        2.84 |       36 |
 | qwen3.8:27b               |   17GB |   262144 |   20GB |       0 |    0 |   100%CPU |        2.15 |       40 |
+
+| Model                     |    HDD |  Context |    RAM | Threads | iGPU | Processor | Speed (t/s) | Time (s) |
+| :------------------------ | -----: | -------: | -----: | ------: | ---: | --------: | ----------: | -------: |
 | devstral-small-2:24b      |   15GB |    64000 |   26GB |       4 |    0 |   100%CPU |        2.25 |       94 |
 | devstral-small-2:24b      |   15GB |    64000 |   26GB |       7 |    0 |   100%CPU |        2.34 |       81 |
 | devstral-small-2:24b      |   15GB |    64000 |   26GB |       0 |    0 |   100%CPU |        2.29 |       88 |
 | devstral-small-2:24b      |   15GB |          |        |       4 |    0 |           |        0.00 |       31 |
 | devstral-small-2:24b      |   15GB |          |        |       7 |    0 |           |        0.00 |       27 |
 | devstral-small-2:24b      |   15GB |          |        |       0 |    0 |           |        0.00 |       26 |
+
+
+#### Context Speeds
+
+Checking if the context affects the speed of the model. Seems negligible, way less than changing the threads or iGPU.
+
+```console
+$ ollama-test "16000 32000 64000 128000 256000 264000" "4" "0" "qwen3.5:35b qwen3.6:35b devstral-small-2:24b"
 ```
 
+| Model                     |    HDD |  Context |    RAM | Threads | iGPU | Processor | Speed (t/s) | Time (s) |
+| :------------------------ | -----: | -------: | -----: | ------: | ---: | --------: | ----------: | -------: |
+| qwen3.5:35b               |   22GB |    16000 |   22GB |       4 |    0 |   100%CPU |       14.57 |       50 |
+| qwen3.5:35b               |   22GB |    32000 |   22GB |       4 |    0 |   100%CPU |       13.98 |       53 |
+| qwen3.5:35b               |   22GB |    64000 |   23GB |       4 |    0 |   100%CPU |       14.14 |       17 |
+| qwen3.5:35b               |   22GB |   128000 |   24GB |       4 |    0 |   100%CPU |       14.21 |       50 |
+| qwen3.5:35b               |   22GB |   256000 |   28GB |       4 |    0 |   100%CPU |       14.04 |       68 |
+| qwen3.5:35b               |   22GB |   262144 |   28GB |       4 |    0 |   100%CPU |       14.17 |       17 |
+
+| Model                     |    HDD |  Context |    RAM | Threads | iGPU | Processor | Speed (t/s) | Time (s) |
+| :------------------------ | -----: | -------: | -----: | ------: | ---: | --------: | ----------: | -------: |
+| qwen3.6:35b               |   22GB |    16000 |   22GB |       4 |    0 |   100%CPU |       15.29 |       28 |
+| qwen3.6:35b               |   22GB |    32000 |   22GB |       4 |    0 |   100%CPU |       15.16 |       38 |
+| qwen3.6:35b               |   22GB |    64000 |   22GB |       4 |    0 |   100%CPU |       14.12 |       28 |
+| qwen3.6:35b               |   22GB |   128000 |   23GB |       4 |    0 |   100%CPU |       12.67 |       31 |
+| qwen3.6:35b               |   22GB |   256000 |   24GB |       4 |    0 |   100%CPU |       14.03 |       29 |
+| qwen3.6:35b               |   22GB |   262144 |   24GB |       4 |    0 |   100%CPU |       15.21 |       29 |
+
+| Model                     |    HDD |  Context |    RAM | Threads | iGPU | Processor | Speed (t/s) | Time (s) |
+| :------------------------ | -----: | -------: | -----: | ------: | ---: | --------: | ----------: | -------: |
+| devstral-small-2:24b      |   15GB |    16000 |   17GB |       4 |    0 |   100%CPU |        2.90 |       87 |
+| devstral-small-2:24b      |   15GB |    32000 |   20GB |       4 |    0 |   100%CPU |        2.71 |       87 |
+| devstral-small-2:24b      |   15GB |    64000 |   26GB |       4 |    0 |   100%CPU |        2.36 |       91 |
+| devstral-small-2:24b      |   15GB |   128000 |   36GB |       4 |    0 |   100%CPU |        2.76 |       94 |
+| devstral-small-2:24b      |   15GB |   256000 |   58GB |       4 |    0 |   100%CPU |        2.30 |      100 |
+| devstral-small-2:24b      |   15GB |   264000 |   59GB |       4 |    0 |   100%CPU |        2.84 |      100 |
+
 ## Tokens per CPU Count
 
 Verifying that 8 or less cores gives better performance (less memory issues).

tasks/workstation/linux/software/ai/llm.yml

@@ -115,6 +115,16 @@
         llm_removals:
           ##### QWEN #####
           - { "purpose": ["chat"], "model": "qwen3:4b", "provider": "qwen_30_0040", "size_mb": 4000, "context": 123456 } # succeeded
+            ### QWEN 3.0 Coder - Supposed to be better than 2.5 for machines that can handle it. Went okay, but better options now.
+          - { "purpose": ["code", "chat"], "model": "qwen3-coder:30b",  "provider": "qwen_30_coder_0300_moe", "size_mb": "{{ llm_size_coef *  19000 }}", "context": 262144 }
+          - { "purpose": ["code", "chat"], "model": "qwen3-coder:420b", "provider": "qwen_30_coder_4200_moe", "size_mb": "{{ llm_size_coef * 290000 }}", "context": 262144 }
+            ### QWEN 2.5 Coder - Ol'reliable! Did not seem to handle tools too well though. Defunitely not conversation.
+          - { "purpose": ["code"], "model": "qwen2.5-coder:0.5b", "provider": "qwen_25_coder_0005", "size_mb": "{{ llm_size_coef *   398 }}", "context": 32768 }
+          - { "purpose": ["code"], "model": "qwen2.5-coder:1.5b", "provider": "qwen_25_coder_0015", "size_mb": "{{ llm_size_coef *   986 }}", "context": 32768 }
+          - { "purpose": ["code"], "model": "qwen2.5-coder:3b",   "provider": "qwen_25_coder_0030", "size_mb": "{{ llm_size_coef *  1900 }}", "context": 32768 }
+          - { "purpose": ["code"], "model": "qwen2.5-coder:7b",   "provider": "qwen_25_coder_0070", "size_mb": "{{ llm_size_coef *  4700 }}", "context": 32768 }
+          - { "purpose": ["code"], "model": "qwen2.5-coder:14b",  "provider": "qwen_25_coder_0140", "size_mb": "{{ llm_size_coef *  9000 }}", "context": 32768 }
+          - { "purpose": ["code"], "model": "qwen2.5-coder:32b",  "provider": "qwen_25_coder_0320", "size_mb": "{{ llm_size_coef * 20000 }}", "context": 32768 }
           ##### Mistral #####
           - { "purpose": ["code"], "model": "devstral:24b", "provider": "mistral_dev10_0240", "size_mb": "{{ llm_size_coef * 14000 }}", "context": 128000 } # succeeded
             # https://ollama.com/library/mistral-small : Last Updated 2025-01-30, succeeded
@@ -122,11 +132,18 @@
           - { "purpose": ["chat"], "model": "mistral-small:22b", "provider": "mistral_small30_0220", "size_mb": "{{ llm_size_coef *  13000 }}", "context": 128000 } # Yes, the smaller one has larger context.
             # https://ollama.com/library/mistral-small3.1 : Last Update 2025-04-07, succeeded
           - { "purpose": ["chat"], "model": "mistral-small3.1:24b", "provider": "mistral_small31_0240", "size_mb": "{{ llm_size_coef *  15000 }}", "context": 128000 }
+              # Supposedly ollama has it tagged at mistral-small with no params given. it's not on the site though. Let's find out!
+              # No, this is Mistral 3, as the website says. Ask Brave is wrooong.
+          - { "purpose": ["chat", "lang", "code"], "model": "mistral-small",                                           "provider": "mistral_small40_1190",             "size_mb": 60000                          , "context": 256000 }
+            # https://ollama.com/library/mistral-nemo : Last Updated 2025-07-23
+            # Supposed to be a drop-in replacement for mistral:7b. Not really any more useful than the other options.
+          - { "purpose": ["chat", "lang"], "model": "mistral-nemo:12b", "provider": "mistral_nemo_0120", "size_mb": "{{ llm_size_coef * 7100 }}", "context": 128000 } # says 1000K in table but 128k in desc, going with desc.
         llm_choices:
           ##### QWEN #####
             ### QWEN >3.5 - Need to try!
             # Supposedly great for coding over any previous version.
             # Prefer 27b (dense) over anything higher which likely uses MoE (essentially only uses 3b inside of a 35b, dumber but faster and potentially has access to more info).
+            # Update: MoE actually runs really well on my workstation hardware, significantly faster than dense models, gives good results too.
             # https://ollama.com/library/qwen3.8 : Last Updated 2026-09-25
             # Known to overthink, suggested to prefer 3.6:27b unless setting temp to low/medium.
           - { "purpose": ["code", "chat", "lang"], "model": "qwen3.8:27b", "provider": "qwen_38_0270", "size_mb": "{{ llm_size_coef * 18000 }}", "context": 262144 }
@@ -143,16 +160,6 @@
           - { "purpose": ["chat", "code"], "model": "qwen3.5:27b",  "provider": "qwen_35_0270", "size_mb": "{{ llm_size_coef * 17000 }}", "context": 262144 } # succeeded
           - { "purpose": ["chat", "code"], "model": "qwen3.5:35b",  "provider": "qwen_35_0350_moe", "size_mb": "{{ llm_size_coef * 22000 }}", "context": 262144 }
           - { "purpose": ["chat", "code"], "model": "qwen3.5:122b", "provider": "qwen_35_1220_moe", "size_mb": "{{ llm_size_coef * 81000 }}", "context": 262144 }
-            ### QWEN 3.0 Coder - Supposed to be better than 2.5 for machines that can handle it.
-          - { "purpose": ["code", "chat"], "model": "qwen3-coder:30b",  "provider": "qwen_30_coder_0300_moe", "size_mb": "{{ llm_size_coef *  19000 }}", "context": 262144 }
-          - { "purpose": ["code", "chat"], "model": "qwen3-coder:420b", "provider": "qwen_30_coder_4200_moe", "size_mb": "{{ llm_size_coef * 290000 }}", "context": 262144 }
-            ### QWEN 2.5 Coder - Ol'reliable!
-          - { "purpose": ["code"], "model": "qwen2.5-coder:0.5b", "provider": "qwen_25_coder_0005", "size_mb": "{{ llm_size_coef *   398 }}", "context": 32768 }
-          - { "purpose": ["code"], "model": "qwen2.5-coder:1.5b", "provider": "qwen_25_coder_0015", "size_mb": "{{ llm_size_coef *   986 }}", "context": 32768 }
-          - { "purpose": ["code"], "model": "qwen2.5-coder:3b",   "provider": "qwen_25_coder_0030", "size_mb": "{{ llm_size_coef *  1900 }}", "context": 32768 }
-          - { "purpose": ["code"], "model": "qwen2.5-coder:7b",   "provider": "qwen_25_coder_0070", "size_mb": "{{ llm_size_coef *  4700 }}", "context": 32768 }
-          - { "purpose": ["code"], "model": "qwen2.5-coder:14b",  "provider": "qwen_25_coder_0140", "size_mb": "{{ llm_size_coef *  9000 }}", "context": 32768 }
-          - { "purpose": ["code"], "model": "qwen2.5-coder:32b",  "provider": "qwen_25_coder_0320", "size_mb": "{{ llm_size_coef * 20000 }}", "context": 32768 }
           ##### Mistral, Ministral, and Devstral - By a French company. #####
             # mistral-small-4
             # https://huggingface.co/unsloth/Mistral-Small-4-119B-2603-GGUF
@@ -178,18 +185,7 @@
           - { "purpose": ["chat", "lang"], "model": "ministral-3:3b",  "provider": "mistral_mini30_0030", "size_mb": "{{ llm_size_coef * 3000 }}", "context": 256000 }
           - { "purpose": ["chat", "lang"], "model": "ministral-3:8b",  "provider": "mistral_mini30_0080", "size_mb": "{{ llm_size_coef * 6000 }}", "context": 256000 }
           - { "purpose": ["chat", "lang"], "model": "ministral-3:14b", "provider": "mistral_mini30_0140", "size_mb": "{{ llm_size_coef * 9100 }}", "context": 256000 } # also rated super high for Croatian, gives more head room.
-            # https://ollama.com/library/mistral-nemo : Last Updated 2025-07-23
-            # Supposed to be a drop-in replacement for mistral:7b.
-          - { "purpose": ["chat", "lang"], "model": "mistral-nemo:12b", "provider": "mistral_nemo_0120", "size_mb": "{{ llm_size_coef * 7100 }}", "context": 128000 } # says 1000K in table but 128k in desc, going with desc.
           ##### TBD #####
-          ### QWEN 2.5 - Older, but does not have "thinking", tempting!
-          #- qwen2.5:0.5b
-          #- qwen2.5:1.5b
-          #- qwen2.5:3b
-          #- qwen2.5:7b
-          #- qwen2.5:14b
-          #- qwen2.5:32b
-          #- qwen2.5:72b
           ### Z.ai
           #- GLM-5.x
           #- glm4-flash
@@ -215,9 +211,9 @@
     - name: Workstation | Linux | Software | LLMs | Facts | Choices | Sort
       ansible.builtin.set_fact:
         llm_installs: >-
-          {{ llm_choices | selectattr('size_mb', 'le', ansible_memtotal_mb) | list }}
+          {{ llm_installs | union(llm_choices | selectattr('size_mb', 'le', ansible_memtotal_mb) | list) }}
         llm_removals: >-
-          {{ llm_choices | selectattr('size_mb', 'gt', ansible_memtotal_mb) | list }}
+          {{ llm_removals | union(llm_choices | selectattr('size_mb', 'gt', ansible_memtotal_mb) | list) }}
 
     - name: Workstation | Linux | Software | LLMs | Facts | Merge | Print
       ansible.builtin.debug:
@@ -448,18 +444,12 @@
               # Ensure cleanup on any exit (normal or signal from runit).
               trap 'kill "$LOOP_PID" 2>/dev/null; wait "$LOOP_PID" 2>/dev/null' EXIT
 
-              # Create a network for associated programs.
-              net={{ llm_docker_network }}
-              docker network inspect $net >/dev/null 2>&1 || \
-                docker network create $net
-
               # Start the open-webui program.
               set -e
               docker run \
-                --name open-webui --network $net \
-                -e PORT={{ open_webui_port }} \
-                -p {{ open_webui_port }}:{{ open_webui_port }} \--add-host=host.docker.internal:host-gateway \
-                -e OLLAMA_BASE_URL=http://host.docker.internal:11434 \
+                --name open-webui \
+                --network host -e PORT={{ open_webui_port }} \
+                -e OLLAMA_BASE_URL=http://0.0.0.0:11434 \
                 {{ ("-e HF_TOKEN=" ~ hf_token) if hf_token else '' }} \
                 -e WEBUI_SECRET_KEY={{ open_webui_key }} \
                 -e ENABLE_QUERIES_CACHE=True \
@@ -505,6 +495,17 @@
 
         # Open Terminal - Start #
 
+        - name: Workstation | Linux | Software | LLMs | Sandbox
+          ansible.builtin.import_tasks: tasks/workstation/linux/software/ai/sandbox.yml
+
+        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Facts
+          ansible.builtin.set_fact:
+            jdk_jvm: "{{ jdk_jvm | default('/usr/lib/jvm') }}"
+            jdk_etc:   "{{ jdk_etc   | default('/etc/java-openjdk') }}"
+            jdk_etc17: "{{ jdk_etc17 | default('/etc/java17-openjdk') }}"
+            jdk_etc21: "{{ jdk_etc21 | default('/etc/java21-openjdk') }}"
+            jdk_etc25: "{{ jdk_etc25 | default('/etc/java25-openjdk') }}"
+
         - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Dir | /etc/sv
           ansible.builtin.file:
             name: "/etc/sv/open-terminal/log"
@@ -526,210 +527,18 @@
             owner: root
             mode: "0755"
 
-        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | AI-Sandbox | Dir
-          ansible.builtin.file:
-            dest: "{{ user_user.home }}/AI-Sandbox"
-            state: directory
-            owner: "{{ user }}"
-            group: "{{ user }}"
-            mode: "0755"
-
-        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | AI-Sandbox | Env
-          ansible.builtin.blockinfile:
-            path: "{{ user_user.home }}/AI-Sandbox/{{ item }}"
-            marker: "# {mark} | MANAGE BY ANSIBLE | Env Vars"
-            content: |
-              if [[ -d "$HOME/bin" ]]; then
-                export PATH="$HOME/bin:$PATH"
-              fi
-
-              export ANDROID_HOME="{{ user_user.home }}/SDKs/Android/Sdk"
-              export GRADLE_USER_HOME={{ user_user.home }}/.gradle
-              export PATH="$ANDROID_HOME/platform-tools:$PATH"
-              export PATH="$ANDROID_HOME/cmdline-tools/latest/bin:$PATH"
-
-              export FLUTTER_HOME="{{ user_user.home }}/SDKs/Flutter/flutter"
-              export PUB_CACHE={{ user_user.home }}/.pub-cache
-              export PATH="$FLUTTER_HOME/bin:$PATH"
-
-              export JAVA_HOME="{{ user_user.home }}/SDKs/Java"
-              export PATH="$JAVA_HOME/bin:$PATH"
-            create: false
-            backup: false
-            owner: "{{ user }}"
-            group: "{{ user }}"
-            mode: "0755"
-          loop:
-            - ".bashrc"
-
-        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | AI-Sandbox | Defaults
-          ansible.builtin.set_fact:
-            jdk_jvm: "{{ jdk_jvm | default('/usr/lib/jvm') }}"
-            jdk_etc:   "{{ jdk_etc   | default('/etc/java-openjdk') }}"
-            jdk_etc17: "{{ jdk_etc17 | default('/etc/java17-openjdk') }}"
-            jdk_etc21: "{{ jdk_etc21 | default('/etc/java21-openjdk') }}"
-            jdk_etc25: "{{ jdk_etc25 | default('/etc/java25-openjdk') }}"
-
-        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | AI-Sandbox | AGENTS.md
-          ansible.builtin.copy:
-            dest: "{{ user_user.home }}/AI-Sandbox/AGENTS.md"
-            content: |
-              # Environment
-
-              You are running in a Docker container called Open Terminal. We are
-              communicating via Open WebUI, also being run in a Docker
-              container. You are the user `user` and have been granted access to
-              the designer's Code and SDKs via mount at `{{ user_user.home }}`.
-
-              Host system is typically (but not always) a systemd-free distro
-              such as Artix or Devuan. User likes the `runit` service manager.
-              `elogind` is used rather than systemd's logind. Desktop is i3 and
-              display manager is lightdm. Servers are run on Debian and Docker
-              containers are typically debian:trixie-slim with a Dockerfile
-              called by compose.yml which adds the necessary packages, sometimes
-              building from source if the Debian executable is too old.
-
-              If the `$GOT_EM` environment variable is `true` then all the
-              necessary packages for compiling Android and Flutter were
-              installed. If it is `false` then they were not installed, and
-              compiling will fail. Please check this before trying and alert me
-              if they need added. If we don't have Internet, then ask me to
-              compile or run whatever command is needed on the host system.
-
-              # Rules
-
-              Never use any `git` subcommands that change the repo, including
-              but not limited to `add`, `commit`, `pull`, `push`, `branch`,
-              `switch`, etc. The user is who controls the respository changes.
-              You may use informational git subcommands such as `git status`,
-              and may occasionally be asked to run `git clone` type commands.
-
-              If any programs need installed in order to work on a project, we
-              need to document that in an `install.sh` script, as well as add it
-              to `~/PACKAGES.txt` so that we can ensure they stay installed.
-              `install.sh` scripts should be for both `apt` systems (Debian,
-              Ubuntu) and pacman system (Arch, Artix). using distribution
-              package managers is preferable over `pip` and `npm` when
-              possible, unless the project is actually Python or Node.js.
-
-              The user manages the `{{ user_user.home }}/SDKs` directory. Do not
-              modify it. Instead, ask if anything needs updated or added.
-
-              Never manually edit, modify, delete, alter, replace, etc any
-              files under system folders such as `/usr`. Anything under `/` is
-              managed by the system. If you need assistance changing anything
-              such as `/usr/lib/jvm`, please ask the user and halt all further
-              operations until you have received feedback.
-
-              # Effort
-
-              It is never okay to brute force a solution if something is not
-              working well. it is better to ask the user for assistance or alert
-              them that you've encountered blockers and then cease the process
-              until you've received feedback. This especially relates to when
-              system errors occur which are not related to the source code, such
-              as a compiler failing to be found or an SDK version mismatch. If
-              the error is with the source code though, troubleshooting and code
-              changes should continue until the program is compiling properly.
-
-              For CLI projects such as script languages, the final result should
-              always be tested both to run successfully and have the proper
-              output. All test cases should be analyzed and walked through,
-              which will help ensure all the requirements have been met.
-
-              For GUI programs (such as Android, Flutter, Kotlin Multiplatform,
-              Kivy, etc), the project should be tested to both compile & build
-              successfully and also generate the proper installation file (APK,
-              Linux Bundle). Once that is confirmed, the user/desginer will test
-              that the application meets the proper requirements.
-
-              # Preferences
-
-              You have free reign over your home directory. Feel free to
-              create memory files or anything else which would benefit you.
-
-              Everything we create should have both Desktop Linux and Android
-              in mind. Windows, MacOS, and iOS will never be compiled for, but
-              if we can do things in a way which makes it easy for others to
-              fork the project and add the support themselves, then that's best.
-
-              # Versions
-
-              These are the versions of plugins and languages we need to use.
-              If you know of an important upgrade from them, please let me know.
-
-              ## Android / Flutter
-
-              - Gradle: 9.8.0
-              - AGP: 9.4.1
-              - Kotlin: 2.4.20
-              - Java: JDK 17
-              - Flutter (plugin loader): 1.0.0
-
-              Regardless of whether AGP bundles Kotlin, we need to specify it to
-              avoid things like "Your project's Kotlin version (2.2.10) is lower
-              than Flutter's minimum supported version of 2.2.20. Please upgrade
-              your Kotlin version." This is exactly why we use these versions,
-              plus it helps document what's actually being used over guessing.
-            backup: false
-            owner: "{{ user }}"
-            group: "{{ user }}"
-            mode: "0755"
-
         - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Script | Compose YAML
           ansible.builtin.copy:
             dest: /usr/local/etc/open-terminal/compose.yml
             content: |
-              #exec docker run \
-              #  --name open-terminal \
-              #  --network=host \
-              #  -v {{ user_user.home }}/AI-Sandbox:/home/user \
-              #  -v {{ user_user.home }}/Code:{{ user_user.home }}/Code \
-              #  -v {{ user_user.home }}/SDKs:{{ user_user.home }}/SDKs \
-              #  -v {{ jdk_jvm }}:{{ jdk_jvm }}:ro \
-              #  -v {{ jdk_etc }}:{{ jdk_etc }}:ro \
-              #  -v {{ jdk_etc17 }}:{{ jdk_etc17 }}:ro \
-              #  -v {{ jdk_etc21 }}:{{ jdk_etc21 }}:ro \
-              #  -v {{ jdk_etc25 }}:{{ jdk_etc25 }}:ro \
-              #  -v /etc/hosts:/etc/hosts:ro \
-              #  -v {{ user_user.home }}/.gradle:{{ user_user.home }}/.gradle \
-              #  -v {{ user_user.home }}/.pub-cache:{{ user_user.home }}/.pub-cache \
-              #  -e OPEN_TERMINAL_FILE_BROWSER_ROOT="/home/user" \
-              #  -e OPEN_TERMINAL_API_KEY="{{ open_terminal_key }}" \
-              #  -e OPEN_TERMINAL_PACKAGES="$packages" \
-              #  -e GOT_EM="$GOT_EM" \
-              #  $image run --port {{ open_terminal_port }}
-              networks:
-                {{ llm_docker_network }}:
-                  name: {{ llm_docker_network }}
-                  external: true
-
               services:
                 open-terminal:
+                  container_name: open-terminal
                   build:
                     context: ./
-                  image: hyperling-open-terminal:latest
-                  container_name: open-terminal
-                  ports:
-                    - {{ open_terminal_port }}:{{ open_terminal_port }}
-                  networks:
-                    - {{ llm_docker_network }}
-                  #dns:
-                  #  ## Mullvad
-                  #  ## (https://mullvad.net/en/help/dns-over-https-and-dns-over-tls)
-                  #  #- 194.242.2.9 #      all.dns.mullvad.net
-                  #  ##- 194.242.2.8 #          not real (yet?)
-                  #  ##- 194.242.2.7 #          not real (yet?)
-                  #  #- 194.242.2.6 #   family.dns.mullvad.net
-                  #  #- 194.242.2.5 # extended.dns.mullvad.net
-                  #  #- 194.242.2.4 #     base.dns.mullvad.net
-                  #  #- 194.242.2.3 #  adblock.dns.mullvad.net
-                  #  - 194.242.2.2 #          dns.mullvad.net
-                  #  #- 194.242.2.1 #          not real (yet?)
-                  #  #- 194.242.2.0 #          not real (yet?)
-                  #  ## Cloudflare
-                  #  - 1.0.0.1
-                  #  - 1.1.1.1
+                  image: hyperling/open-terminal:latest
+                  pull_policy: never
+                  network_mode: host
                   command: run --port {{ open_terminal_port }}
                   environment:
                     - OPEN_TERMINAL_FILE_BROWSER_ROOT=/home/user
@@ -747,7 +556,6 @@
                     - {{ jdk_etc17 }}:{{ jdk_etc17 }}:ro
                     - {{ jdk_etc21 }}:{{ jdk_etc21 }}:ro
                     - {{ jdk_etc25 }}:{{ jdk_etc25 }}:ro
-                    #- /etc/resolv.conf:/etc/resolv.conf:ro
                     - {{ user_user.home }}/.gradle:{{ user_user.home }}/.gradle
                     - {{ user_user.home }}/.pub-cache:{{ user_user.home }}/.pub-cache
             owner: root
@@ -991,7 +799,6 @@
       loop:
         - { 'name': "{{ ollama }}"   , 'status': "{{ ollama_enabled }}"     }
         - { 'name': "{{ zeroclaw }}" , 'status': "{{ zeroclaw_enabled }}"   }
-        - { 'name': 'docker'         , 'status': true                       }
         - { 'name': 'open-webui'     , 'status': "{{ open_webui_enabled }}" }
         - { 'name': 'open-terminal'  , 'status': "{{ open_terminal_enabled }}" }
         - { 'name': 'swap-stopper'   , 'status': true                       }
@@ -1034,17 +841,24 @@
         path: "{{ user_user.home }}/{{ item }}"
         marker: "# {mark} ANSIBLE MANAGED BLOCK | ollama | Manual Script"
         content: |
-          function ollama_llms() {
+          function llm_installs() {
             {% for llm in llm_installs %}
 
             echo "{{ llm.model }}"
 
             {% endfor %}
           }
+          function llm_removals() {
+            {% for llm in llm_removals %}
+
+            echo "{{ llm.model }}"
+
+            {% endfor %}
+          }
           function ollama_pull() {
             echo "Manually Pulling Models"
 
-            for model in `ollama_llms`; do
+            for model in `llm_installs`; do
               echo -e "\n\n Starting 'ollama pull $model' \n\n"
               ollama pull $model
               status=$?
@@ -1057,6 +871,22 @@
           alias pull-models="ollama_pull "
           alias pull-ai="ollama_pull "
 
+          function ollama_clean() {
+            echo "Cleaning Models"
+
+            for model in `llm_removals`; do
+              echo -e "\n Removing '$model'"
+              ollama rm $model
+            done
+
+            echo "Done!"
+          }
+          alias ollama-clean="ollama_clean "
+          alias clean-ollama="ollama_clean "
+          alias clean-llms="ollama_clean "
+          alias clean-models="ollama_clean "
+          alias clean-ai="ollama_clean "
+
           function ollama_chat() {
             ollama run {{ 'qwen3.8:27b' if ansible_memtotal_mb > 32000 else 'qwen3.5:4b' }}
           }

tasks/workstation/linux/software/ai/sandbox.yml

@@ -0,0 +1,496 @@
+---
+# Move the plays related to AGENTS.md to its own file since it is now so large.
+
+- name: Workstation | Linux | Software | AI | Sandbox | Dir
+  ansible.builtin.file:
+    dest: "{{ user_user.home }}/AI-Sandbox"
+    state: directory
+    owner: "{{ user }}"
+    group: "{{ user }}"
+    mode: "0755"
+
+- name: Workstation | Linux | Software | AI | Sandbox | Env
+  ansible.builtin.blockinfile:
+    path: "{{ user_user.home }}/AI-Sandbox/{{ item }}"
+    marker: "# {mark} | MANAGE BY ANSIBLE | Env Vars"
+    content: |
+      if [[ -d "$HOME/bin" ]]; then
+        export PATH="$HOME/bin:$PATH"
+      fi
+
+      export ANDROID_HOME="{{ user_user.home }}/SDKs/Android/Sdk"
+      export GRADLE_USER_HOME={{ user_user.home }}/.gradle
+      export PATH="$ANDROID_HOME/platform-tools:$PATH"
+      export PATH="$ANDROID_HOME/cmdline-tools/latest/bin:$PATH"
+
+      export FLUTTER_HOME="{{ user_user.home }}/SDKs/Flutter/flutter"
+      export PUB_CACHE={{ user_user.home }}/.pub-cache
+      export PATH="$FLUTTER_HOME/bin:$PATH"
+
+      export JAVA_HOME="{{ user_user.home }}/SDKs/Java"
+      export PATH="$JAVA_HOME/bin:$PATH"
+    create: true
+    backup: false
+    owner: "{{ user }}"
+    group: "{{ user }}"
+    mode: "0755"
+  loop:
+    - ".bashrc"
+
+- name: Workstation | Linux | Software | AI | Sandbox | AGENTS.md
+  ansible.builtin.copy:
+    dest: "{{ user_user.home }}/AI-Sandbox/AGENTS.md"
+    content: |
+      # Environment
+
+      You are running in a Docker container called Open Terminal. We are
+      communicating via Open WebUI, also being run in a Docker
+      container. You are the user `user` and have been granted access to
+      the designer's Code and SDKs via mount at `{{ user_user.home }}`.
+
+      Host system is typically (but not always) a systemd-free distro
+      such as Artix or Devuan. User likes the `runit` service manager.
+      `elogind` is used rather than systemd's logind. Desktop is i3 and
+      display manager is lightdm. Servers are run on Debian and Docker
+      containers are typically debian:trixie-slim with a Dockerfile
+      called by compose.yml which adds the necessary packages, sometimes
+      building from source if the Debian executable is too old.
+
+      If the `$GOT_EM` environment variable is `true` then all the
+      necessary packages for compiling Android and Flutter were
+      installed. If it is `false` then they were not installed, and
+      compiling will fail. Please check this before trying and alert me
+      if they need added. If we don't have Internet, then ask me to
+      compile or run whatever command is needed on the host system.
+
+      # Rules
+
+      Never use any `git` subcommands that change the repo, including
+      but not limited to `add`, `commit`, `pull`, `push`, `branch`,
+      `switch`, etc. The user is who controls the respository changes.
+      You may use informational git subcommands such as `git status`,
+      and may occasionally be asked to run `git clone` type commands.
+
+      If any programs need installed in order to work on a project, we
+      need to document that in an `install.sh` script, as well as add it
+      to `~/PACKAGES.txt` so that we can ensure they stay installed.
+      `install.sh` scripts should be for both `apt` systems (Debian,
+      Ubuntu) and pacman system (Arch, Artix). using distribution
+      package managers is preferable over `pip` and `npm` when
+      possible, unless the project is actually Python or Node.js.
+
+      The user manages the `{{ user_user.home }}/SDKs` directory. Do not
+      modify it. Instead, ask if anything needs updated or added.
+
+      Never manually edit, modify, delete, alter, replace, etc any
+      files under system folders such as `/usr`. Anything under `/` is
+      managed by the system. If you need assistance changing anything
+      such as `/usr/lib/jvm`, please ask the user and halt all further
+      operations until you have received feedback.
+
+      # Effort
+
+      It is never okay to brute force a solution if something is not
+      working well. it is better to ask the user for assistance or alert
+      them that you've encountered blockers and then cease the process
+      until you've received feedback. This especially relates to when
+      system errors occur which are not related to the source code, such
+      as a compiler failing to be found or an SDK version mismatch. If
+      the error is with the source code though, troubleshooting and code
+      changes should continue until the program is compiling properly.
+
+      For CLI projects such as script languages, the final result should
+      always be tested both to run successfully and have the proper
+      output. All test cases should be analyzed and walked through,
+      which will help ensure all the requirements have been met.
+
+      For GUI programs (such as Android, Flutter, Kotlin Multiplatform,
+      Kivy, etc), the project should be tested to both compile & build
+      successfully and also generate the proper installation file (APK,
+      Linux Bundle). Once that is confirmed, the user/desginer will test
+      that the application meets the proper requirements.
+
+      # Preferences
+
+      You have free reign over your home directory. Feel free to
+      create memory files or anything else which would benefit you.
+
+      Everything we create should have both Desktop Linux and Android
+      in mind. Windows, MacOS, and iOS will never be compiled for, but
+      if we can do things in a way which makes it easy for others to
+      fork the project and add the support themselves, then that's best.
+
+      # Versions
+
+      These are the versions of plugins and languages we need to use.
+      If you know of an important upgrade from them, please let me know.
+
+      If you find that an application is already a newer version than
+      those listed here, that is acceptable, never attempt to downgrade
+      without explicitly asking the user first and having a good reason.
+
+      ## Android / Flutter
+
+      - Gradle 9.8.2
+      - AGP 9.5.0
+      - Kotlin 2.4.21
+      - Java JDK 17
+      - Flutter Plugin Loader 1.0.0
+      - compileSdk 37
+      - targetSDK 37
+
+      Regardless of whether AGP bundles Kotlin, we need to specify it to
+      avoid things like "Your project's Kotlin version (2.2.10) is lower
+      than Flutter's minimum supported version of 2.2.20. Please upgrade
+      your Kotlin version." This is exactly why we use these versions,
+      plus it helps document what's actually being used over guessing.
+
+      Only the arm-v8a architecture needs included in the release
+      builds. x86 and others should continue to exist in the debug run.
+      This will help save space on local servers like Gitea and F-Droid.
+      If code for this does not exist, please add splitting or filtering
+      so that when the designer generates a signed APK it's only v8a.
+
+      Android : paths are from the project root.
+      Flutter : paths are under the folder `android`.
+
+      ### All Android Project Types
+
+      #### ./gradle/wrapper/grade-wrapper.properties
+
+      ```
+      distributionUrl=https\://services.gradle.org/distributions/gradle-9.8.2-bin.zip
+      ```
+
+      #### ./settings.gradle.kts
+
+      ```
+      id("com.android.application") version "9.5.0" apply false
+      id("org.jetbrains.kotlin.android") version "2.4.21" apply false
+      ```
+
+      #### ./app/build.gradle.kts
+
+      ```
+      compileOptions {
+        sourceCompatibility = JavaVersion.VERSION_17
+        targetCompatibility = JavaVersion.VERSION_17
+      }
+      kotlin {
+        compilerOptions {
+          jvmTarget.set(JvmTarget.JVM_17)
+        }
+      }
+      ```
+
+      Also enable minify and shrink while in there.
+
+      ```
+      buildTypes {
+        getByName("release") {
+          ...
+          isMinifyEnabled = true
+          isShrinkResources = true
+          proguardFiles(
+              getDefaultProguardFile("proguard-android-optimize.txt"),
+              "proguard-rules.pro"
+          )
+        }
+      }
+      ```
+
+      ### Flutter Projects
+
+      #### ./settings.gradle.kts
+
+      ```
+      id("dev.flutter.flutter-plugin-loader") version "1.0.0"
+      ```
+
+      ### Native Kotlin Apps
+
+      These only apply to Android apps which are not Flutter, Kivy, etc.
+
+      #### Plugin Versions
+
+      ##### ./gradle/libs.versions.toml
+
+      ```
+      [versions]
+      agp = "9.5.0"
+      kotlin = "2.4.21"
+      coreKtx = "1.19.1"
+      junit = "4.13.2"
+      junitVersion = "1.3.0"
+      espressoCore = "3.7.0"
+      lifecycleRuntimeKtx = "2.11.0"
+      activityCompose = "1.13.0"
+      composeBom = "2026.09.00"
+      ```
+
+      #### Kotlin Compose Fix
+
+      Also ensure Kotlin is coming from Compose and not Jetbrains.
+
+      ##### ./gradle/libs.versions.toml
+
+      ```
+      [plugins]
+      androidApplication = { id = "com.android.application", version.ref = "agp" }
+      #jetbrainsKotlinAndroid = { id = "org.jetbrains.kotlin.android", version.ref = "kotlin" }
+      kotlinCompose = { id = "org.jetbrains.kotlin.plugin.compose", version.ref = "kotlin" }
+      ```
+
+      ##### ./build.gradle.kts
+
+      ```
+      plugins {
+        alias(libs.plugins.androidApplication) apply false
+        //alias(libs.plugins.jetbrainsKotlinAndroid) apply false
+        alias(libs.plugins.kotlinCompose) apply false
+      }
+      ```
+
+      ##### ./app/build.gradle.kts
+
+      ```
+      plugins {
+        alias(libs.plugins.androidApplication)
+        //alias(libs.plugins.jetbrainsKotlinAndroid)
+        alias(libs.plugins.kotlinCompose)
+      }
+      ```
+
+      # Build Processes
+
+      How to compile certain projects. Tools to prefer. If a language
+      or framework is not mentioned, then use the typical commands.
+
+      ## Kotlin Multiplatform (KMP)
+
+      Used to create small native Android apps with the ability to also
+      run against Desktop Linux. APK size is the greatest benefit for
+      using KMP over something like Flutter or KivyMD.
+
+      ### Kotlin Toolchain
+
+      This is the preferred build type when setting up new projects.
+
+      Please use `kotlin` rather than any `amper` commands. `amper` has
+      been deprecated and is intentionally not present on the system.
+      Examples:
+
+      ```
+      # 1. Compile + link ALL targets (JVM, iOS, Android, native, etc.)
+      ./kotlin build
+
+      # 2. (Optional) Run tests across all targets
+      ./kotlin test
+
+      # 3. (Optional) Run all quality checks (tests + registered linters)
+      ./kotlin check
+      ```
+
+      ### Gradle KMP
+
+      This is a legacy method, new projects will not be set up with it.
+      Examples:
+
+      ```
+      # Compile all targets
+      ./gradlew assemble
+
+      # Or more explicitly (if you want to be sure nothing is skipped):
+      ./gradlew jvmJar assembleDebug assembleIosSimulatorArm64  # etc. per target
+
+      # Run all tests
+      ./gradlew allTests
+      ```
+
+      # Coding Conventions
+
+      Preferences related to how code should be written.
+
+      ## All languages
+
+      If a value is going to be used more than once, even a small path or file
+      name, it should exist in a variable.
+
+      Relative shebangs such as `#!/usr/bin/env bash` and `#!/usr/bin/env node`
+      are always preferred over static shebangs such as `#!/bin/bash`, since
+      scripts are run across a multitude of different systems.
+
+      ### Layout
+
+      Programs should be laid out in 5 sections.
+
+      - Variables
+          - Instantiate global variables and defaults used for parameters which
+          do not get passed an explicit value by the user.
+      - Functions
+          - Functions to be used throughout the program, including the Usage.
+      - Parameters / Validation
+          - Parse the parameters, validate the input, and assign any defaults.
+      - Main
+          - The primary logic of the program, completes the task at hand.
+      - Finish / Cleanup
+          - Typically just `exit 0`, but sometimes a summary of what was done.
+
+      All sections may not always apply, such as with Hugo websites. With
+      projects like Android apps this would apply to each individual function,
+      method, and class. If a section does not need anything, it can be blank.
+
+      ```
+      public static void doThing(String thingName) {
+        // Variables //
+        String thingPrefix = "/place/for/thing/"
+
+        // Functions //
+
+        // Parameters //
+        if (thingName.isEmpty) {
+          Exception e = new Exception("No name passed!");
+          throw e;
+        }
+
+        // Main //
+        runStuff(thingPrefix + thingName);
+
+        // Finish //
+      }
+      ```
+
+      The comments do not need to be included, this example is just as valid,
+      what maytters most is that the 5 section are done in order rather than
+      instantiating variable mid-scope.
+
+      ```
+      public static void doThing(String thingName) {
+        String thingPrefix = "/place/for/thing/"
+
+        if (thingName.isEmpty) {
+          Exception e = new Exception("No name passed!");
+          throw e;
+        }
+
+        runStuff(thingPrefix + thingName);
+      }
+      ```
+
+      `if` statements and loops start new scope, so they also need the layout
+      applied to them. Loops may sometimes require a variable assignment before
+      it begins which is completely okay and does not break the layout rule.
+      This example has a Variables, Validation, Main, and Finish section without
+      the use of labels or comments since the code itself is simple and small.
+
+      ```
+      count=0
+      array="cats dogs giraffes rhinos horses"
+      last_animal=""
+      for animal in $array; do
+        if (( count >= 3 )); then
+          echo "That's enough! We finished at the ${last_animal}."
+          break;
+        fi
+
+        echo "We're looking at ${animal}."
+
+        last_animal=$animal
+        (( count++ ))
+      done
+      ```
+
+      Providing the user's input in error messages is really helpful and can aid
+      their troubleshooting if things are not going according to expectations.
+
+      Example using Bash:
+
+      ```
+      #!/usr/bin/env bash
+
+      ### Variables ###
+
+      declare A B
+      typeset -i a b
+
+      ### Functions ###
+
+      function usage() {
+        status="$1"
+        cat << EOF
+      Usage: add.sh -a NUM -b NUM [-h]
+
+        Adds two numbers and prints out the full equation.
+
+      Example:
+
+        $ add.sh -a 5 -b 25
+        5 + 25 = 30
+      EOF
+        exit $status
+      }
+      function add() {
+        num1="$1"
+        num2="$2"
+        sum=""
+
+        if [[ -z $num1 || -z $num2 ]]; then
+          echo "ERROR: Two numnbers must be passed."
+        fi
+
+        sum=$(( num1 + num2 ))
+        echo "${num1} + ${num2} = ${sum}"
+      }
+
+      ### Parameters ###
+
+      while getopts ':a:b:h' opt; do
+        case $opt in
+          a) A="$OPTARG" ;;
+          b) B="$OPTARG" ;;
+          h) usage 0 ;;
+          *) echo "ERROR: Option $OPTARG not recognized." >&2 && usage 1 ;;
+        esac
+      done
+
+      if [[ -z "$A" || -z "$B" ]]; then
+        echo "ERROR: Both numbers need to be passed. A=${A} B=${B}" >&2
+        usage 2
+      fi
+      a="$A" b="$B"
+      if [[ "$a" != "$A" || "$b" != "$B" ]]; then
+        echo "ERROR: Values contain non-numeric data, please try again." >&2
+        echo "A=${A} B=${B}" >&2
+        usage 3
+      fi
+
+      ### Main ###
+
+      add "$a" "$b"
+
+      ### Finish ###
+
+      unset A B usage add
+      exit 0
+      ```
+
+      ## Bash
+
+      `[[ ]]` are preferred over `[ ]`, `test`, etc. `(( ))` are always fine.
+
+      When defining a function please use both the keyword `function` as well as
+      the `()`, such as `function myfunc() {}`.
+
+      When instantiating global variables, please use `typeset` or `declare`
+      rather than just `VAR1=""; VAR2=""`, such as:
+
+      ```
+      declare VAR1="" VAR2="" BOOL="true" BOOL2="false"
+      typeset -i INT1=0 INT2=99
+      ```
+
+      When doing colored output, `tput` is always preferred over literal values.
+    backup: false
+    owner: "{{ user }}"
+    group: "{{ user }}"
+    mode: "0755"

tasks/workstation/linux/software/docker.yml

@@ -33,22 +33,84 @@
     owner: root
     mode: '0755'
 
-# This was causing the docker daemon to fail. Was trying to fix ports mappings.
-#- name: Workstation | Linux | Software | Docker | Config | File
-#  ansible.builtin.copy:
-#    dest: /etc/docker/daemon.json
-#    content: |
-#      {
-#        "firewall-backend": "nftables"
-#      }
-#    backup: false
-#    owner: root
-#    mode: '0644'
-#  when: ansible_pkg_mgr == "pacman"
+- name: Workstation | Linux | Software | Socker | Services | Enable
+  ansible.builtin.service:
+    name: "{{ item.name }}"
+    state: "{{ 'started' if item.status else 'stopped' }}"
+    enabled: "{{ item.status }}"
+  loop:
+    - { 'name': 'docker'                   , 'status': true }
 
-- name: Workstation | Linux | Software | Docker | Config | File
+- name: Workstation | Linux | Software | Docker | Network Sync | runit | Facts
+  ansible.builtin.set_fact:
+    docker_network_sync: "docker-network-sync"
+
+- name: Workstation | Linux | Software | Docker | Network Sync | runit | Block
+  block:
+
+    - name: Workstation | Linux | Software | Docker | Network Sync | runit | /etc/sv
       ansible.builtin.file:
-    name: /etc/docker/daemon.json
-    state: absent
+        name: "/etc/sv/{{ docker_network_sync }}/log"
+        state: directory
+        owner: root
+        mode: "0755"
+
+    - name: Workstation | Linux | Software | Docker | Network Sync | runit | /var/log
+      ansible.builtin.file:
+        name: "/var/log/{{ docker_network_sync }}"
+        state: directory
+        owner: "{{ user }}"
+        mode: "0755"
+
+    - name: Workstation | Linux | Software | Docker | Network Sync | runit | Run
+      ansible.builtin.copy:
+        dest: /etc/sv/{{ docker_network_sync }}/run
+        content: |
+          #!/bin/sh
+          # Ensure all containers using host network keep a correct resolv.conf.
+          exec 2>&1
+          set -e
+
+          while true; do
+            for c in $(docker container ls --filter network=host -q); do
+              echo "RUN: Container ID $c"
+              docker exec -i -u root $c sh -c 'tee /etc/resolv.conf' < /etc/resolv.conf
+            done
+            echo "RUN: Done, sleeping."
+            sleep 20
+          done
+        backup: false
         owner: root
         mode: '0755'
+
+    - name: Workstation | Linux | Software | Docker | Network Sync | runit | Finish
+      ansible.builtin.copy:
+        dest: /etc/sv/{{ docker_network_sync }}/finish
+        content: |
+          {{ runit_finish_sleep }}
+        mode: "0755"
+
+    - name: Workstation | Linux | Software | Docker | Network Sync | runit | Log
+      ansible.builtin.copy:
+        dest: /etc/sv/{{ docker_network_sync }}/log/run
+        content: |
+          #!/bin/sh -e
+          exec svlogd -tt /var/log/{{ docker_network_sync }}
+        mode: "0755"
+
+    - name: Workstation | Linux | Software | Docker | Network Sync | runit | Log Config
+      ansible.builtin.copy:
+        dest: /var/log/{{ docker_network_sync }}/config
+        content: |
+          {{ runit_log_config_1mb }}
+        mode: "0755"
+
+    - name: Workstation | Linux | Software | Socker | Services | Enable
+      ansible.builtin.service:
+        name: "{{ item.name }}"
+        state: "{{ 'started' if item.status else 'stopped' }}"
+        enabled: "{{ item.status }}"
+      loop:
+        - { 'name': '{{ docker_network_sync }}', 'status': true }
+
+  when: ansible_service_mgr == "runit"

test.yml

@@ -21,12 +21,6 @@
     - name: TEST | LLMs
       block:
 
-        - name: Java
-          ansible.builtin.include_tasks: tasks/workstation/linux/software/java.yml
-
-        - name: Docker
-          ansible.builtin.include_tasks: tasks/workstation/linux/software/docker.yml
-
         - name: LLM
           ansible.builtin.include_tasks: tasks/workstation/linux/software/ai/llm.yml