AGENTS, add more details on where the kotlin executable is for KMP projects compiled with Kotlin Toolchain.

Forgot to pull before working on a different laptop again.

facts/general/package.yml

@@ -22,6 +22,8 @@
     alsa: alsa-utils
     stress: stress
     jq: jq
+    btop: btop
+    xkb: x11-xkb-utils
 
 - name: General | Facts | Package | Parrot OS Fixes
   ansible.builtin.set_fact:
@@ -50,6 +52,7 @@
     encfs: encfs
     dig: bind
     base_devel: base-devel
+    xkb: xorg-setxkbmap
   when: ansible_pkg_mgr == "pacman"
 
 - name: General | Facts | Package | FreeBSD
@@ -102,10 +105,14 @@
     ansible_pkg_mgr_file: "{{ prov_dir }}/ansible_pkg_mgr.txt"
 
 - name: General | Facts | Package | Update Command | Store Variables
-  ansible.builtin.shell: "{{ item }}"
+  ansible.builtin.shell: |
+    set -o pipefail
+    {{ item }}
   loop:
     - "echo '{{ ansible_distribution }}' > {{ ansible_distribution_file }}"
     - "echo '{{ ansible_pkg_mgr }}' > {{ ansible_pkg_mgr_file }}"
+  register: shell_check
+  changed_when: shell_check.rc == 0
 
 - name: General | Facts | Package | Update Command
   ansible.builtin.set_fact:
@@ -261,16 +268,23 @@
         ;;
       esac
     update_npm: |
-      if [[ `which npm` ]]; then
+      ## 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` && 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
-  ansible.builtin.shell: which flatpak
+  ansible.builtin.shell: |
+    set -o pipefail
+    which flatpak
   register: flatpak_exec
+  changed_when: flatpak_exec.rc == 0
   ignore_errors: true
 
 - name: General | Facts | Package | Update Command | Flatpak | Exists
@@ -293,8 +307,11 @@
 
 # Firmware
 - name: General | Facts | Package | Update Command | Firmware | Check
-  ansible.builtin.shell: which fwupdmgr
+  ansible.builtin.shell: |
+    set -o pipefail
+    which fwupdmgr
   register: fwupdmgr_exec
+  changed_when: fwupdmgr_exec.rc == 0
   ignore_errors: true
 
 - name: General | Facts | Package | Update Command | Firmware | Exists

facts/general/system.yml

@@ -21,7 +21,7 @@
       # $1 is the exit code, $2 is the exit status byte (signal number if killed)
       echo "FINISH: Service returned with exit code: $1 and status: $2"
 
-      sleep_long=30
+      sleep_long=10
       sleep_short=1
       if [[ "$1" != 0 ]]; then
         echo "FINISH: Sleeping for $sleep_long seconds due to error..."

facts/workstation/package.yml

@@ -60,7 +60,8 @@
     strawberry: strawberry
     dict_en: hunspell-en_us
     dict_es: hunspell-es_any
-
+    xset: xorg-xset
+    xlock: xss-lock
 
 - name: Workstation | Facts | Package | apt (All Distros)
   ansible.builtin.set_fact:
@@ -80,6 +81,7 @@
     ncurses: libncurses-dev
     android_udev: android-udev-rules
     vlc_plugins: libavcodec-extra
+    xset: x11-server-utils
   when: ansible_pkg_mgr == "apt"
 
 - name: Workstation | Facts | Package | Pop_OS!

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/scripts/llm_swap_stopper.sh

@@ -13,14 +13,19 @@ restart_service() {
 		echo "ERROR: Service name must be passed to restart_service()."
 		return 1
 	fi
-	sv restart $1 || echo "$1 failed to restart, ignoring."
+	sv restart $1
+	status=$?
+	if [[ $status != 0 ]]; then
+		echo "$1 failed to restart, returned $status."
+		return $status
+	fi
 }
 
 # While we could loop over `ollama ps` and stop them, this ensures that the UIs
 #   do not sit around waiting for responses from the dead LLMs. It bring them up
 #   in a fresh state so that work can continue from a more clean slate.
 restart_llms() {
-	restart_service ollama
+	restart_service ollama || killall ollama
 	#restart_service zeroclaw
 	#restart_service open-webui
 	#restart_service qwen-code

files/settings/i3.config

@@ -27,28 +27,6 @@ font pango:monospace 8
 # text rendering and scalability on retina/hidpi displays (thanks to pango).
 #font pango:DejaVu Sans Mono 8
 
-# Start XDG autostart .desktop files using dex. See also
-# https://wiki.archlinux.org/index.php/XDG_Autostart
-exec --no-startup-id dex --autostart --environment i3
-
-# The combination of xss-lock, nm-applet and pactl is a popular choice, so
-# they are included here as an example. Modify as you see fit.
-
-# xss-lock grabs a logind suspend inhibit lock and will use i3lock to lock the
-# screen before suspend. Use loginctl lock-session to lock your screen.
-exec --no-startup-id xss-lock --transfer-sleep-lock -- i3lock --nofork
-
-# NetworkManager is the most popular way to manage wireless networks on Linux,
-# and nm-applet is a desktop environment-independent system tray GUI for it.
-exec --no-startup-id nm-applet
-
-# Use pactl to adjust volume in PulseAudio.
-set $refresh_i3status killall -SIGUSR1 i3status
-#bindsym XF86AudioRaiseVolume exec --no-startup-id pactl set-sink-volume @DEFAULT_SINK@ +10% && $refresh_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 && $refresh_i3status
-
 # Use Mouse+$mod to drag floating windows to their wanted position
 floating_modifier $mod
 
@@ -300,21 +278,22 @@ assign [class="(?i).*mpv.*"] $ws9
 
 assign [class="(?i).*vpn.*"] $ws0
 assign [class="(?i).*mullvad.*"] $ws0
+assign [class="(?i).*gnome-system-monitor.*"] $ws0
 
 
 ## Workspace Specific Workflows ##
-bindsym $ctrl+$shift+1 workspace $ws1; exec "i3-sensible-terminal & gnome-system-monitor"
+#bindsym $ctrl+$shift+1 workspace $ws1; exec "i3-sensible-terminal & gnome-system-monitor"
+bindsym $ctrl+$shift+1 workspace $ws1; exec "i3-sensible-terminal & i3-sensible-terminal btop -u 500"
 bindsym $ctrl+$shift+2 workspace $ws2; exec $FIREFOX
 bindsym $ctrl+$shift+3 workspace $ws3; exec "(codium || vscodium || codium-flatpak || vscodium-flatpak)"
 bindsym $ctrl+$shift+4 workspace $ws4; exec "android-studio || android-studio-flatpak"
 bindsym $ctrl+$shift+5 workspace $ws5; exec "(signal || signal-flatpak) & (dino || dino-flatpak)"
-# & (forkgram || forkgram-flatpak || telegram || telegram-flatpak)"
-bindsym  $alt+$shift+5 workspace $ws5; exec "(forkgram || forkgram-flatpak || telegram || telegram-flatpak) & (session || session-flatpak)"
+bindsym  $alt+$shift+5 workspace $ws5; exec "(session || session-flatpak) & (forkgram || forkgram-flatpak || telegram || telegram-flatpak)"
 bindsym $ctrl+$shift+6 workspace $ws6; exec "pavucontrol & blueman-manager"
 bindsym $ctrl+$shift+7 workspace $ws7; exec $TRANSMISSION
 bindsym $ctrl+$shift+8 workspace $ws8; exec strawberry
 bindsym $ctrl+$shift+9 workspace $ws9; exec thunar
-bindsym $ctrl+$shift+0 workspace $ws0; exec mullvad-vpn
+bindsym $ctrl+$shift+0 workspace $ws0; exec "mullvad-vpn & gnome-system-monitor"
 
 
 ## Reloads, Restarts, Exit ##
@@ -330,9 +309,11 @@ bindsym $mod+Shift+e exec "i3-nagbar -t warning -m 'You pressed the exit shortcu
 bindsym $mod+Shift+q exec "i3-msg exit"
 
 # lock
-bindsym $ctrl+$alt+l exec "i3lock -c 000000 -e -f && sleep 1 && xset dpms force off"
-bindsym $ctrl+$mod+l exec "i3lock -c 000000 -e -f && sleep 1 && xset dpms force off"
-bindsym $shift+$mod+l exec "i3lock -c 000000 -e -f && sleep 1 && xset dpms force off"
+#set $LOCK_CMD "i3lock -c 333333 -e -f && sleep 1 && xset dpms force off"
+set $LOCK_CMD "loginctl lock-session"
+bindsym  $ctrl+$alt+l exec $LOCK_CMD
+bindsym  $ctrl+$mod+l exec $LOCK_CMD
+bindsym $shift+$mod+l exec $LOCK_CMD
 
 # shutdown entire system.
 #bindsym $ctrl+$shift+q exec dbus-send --system --print-reply --dest="org.freedesktop.ConsoleKit" /org/freedesktop/ConsoleKit/Manager org.freedesktop.ConsoleKit.Manager.Stop
@@ -395,11 +376,12 @@ bar {
 
 # Workspace 1
 exec --no-startup-id i3-sensible-terminal
-exec --no-startup-id gnome-system-monitor
+exec --no-startup-id i3-sensible-terminal btop -u 500
 
 # Respective Workspaces
 exec --no-startup-id mullvad-vpn
 exec --no-startup-id $TRANSMISSION
+exec --no-startup-id gnome-system-monitor
 
 # Set defaults for laptop backlights.
 exec --no-startup-id "light -S 20; light -N 5; light -O"
@@ -416,7 +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
@@ -430,4 +412,40 @@ 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
+set $AGENT lxqt-policykit-agent
+exec_always --no-startup-id "killall $AGENT; $AGENT"
+
+# Start XDG autostart .desktop files using dex. See also
+# https://wiki.archlinux.org/index.php/XDG_Autostart
+exec --no-startup-id dex --autostart --environment i3
+
+# The combination of xss-lock, nm-applet and pactl is a popular choice, so
+# they are included here as an example. Modify as you see fit.
+
+# xss-lock grabs a logind suspend inhibit lock and will use i3lock to lock the
+# screen before suspend. Use loginctl lock-session to lock your screen.
+#exec --no-startup-id xss-lock --transfer-sleep-lock -- i3lock --nofork
+#exec_always --no-startup-id xss-lock --transfer-sleep-lock -- i3lock -c 111111 -e -f --nofork
+exec_always --no-startup-id xss-lock --transfer-sleep-lock -- sh -c 'i3lock -c 111111 -e -f --nofork & sleep 1; xset dpms force off; wait'
+
+# NetworkManager is the most popular way to manage wireless networks on Linux,
+# and nm-applet is a desktop environment-independent system tray GUI for it.
+exec --no-startup-id nm-applet
+
+# Use pactl to adjust volume in PulseAudio.
+set $refresh_i3status killall -SIGUSR1 i3status
+#bindsym XF86AudioRaiseVolume exec --no-startup-id pactl set-sink-volume @DEFAULT_SINK@ +10% && $refresh_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/vscode.json

@@ -7,6 +7,7 @@
 	"update.showReleaseNotes": false,
 	"workbench.startupEditor": "none",
 	"git.confirmSync": false,
+	"workbench.editor.openPositioning": "last",
 
 	"editor.rulers": [
 		 80, 120, 200,

local.yml

@@ -129,7 +129,9 @@
 
             - ansible.builtin.include_tasks: tasks/workstation/linux/software/android.yml
 
-            - ansible.builtin.include_tasks: tasks/workstation/linux/software/llm.yml
+            - ansible.builtin.include_tasks: tasks/workstation/linux/software/docker.yml
+
+            - ansible.builtin.include_tasks: tasks/workstation/linux/software/ai/llm.yml
 
           when: ansible_system == "Linux"
             and internet

tasks/general/acct_mgmt/provision_config.yml

@@ -357,7 +357,6 @@
       ;   May help with ollama and also supposed to help with open-webui. Token
       ;   needs set to something like hf_kjBCCLABEEABUVAKbjadbvkaksvBAVKBkjsDVK.
       ;
-      ;
       ;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
     state: present
     create: true
@@ -409,10 +408,10 @@
     backup: true
     mode: "0644"
 
-- name: General | Account Management | Provisioning Configuration | Workstation | Create | LLMs | GUIs
+- name: General | Account Management | Provisioning Configuration | Workstation | Create | LLMs | MCPs
   ansible.builtin.blockinfile:
     path: "{{ wrk_file }}"
-    marker: '; {mark} MANAGED BY ANSIBLE | Workstation Config | LLMs | GUIs'
+    marker: '; {mark} MANAGED BY ANSIBLE | Workstation Config | LLMs | MCPs'
     block: |
       ;;;;;;;;;;;;;;;;;;;;;;;;; LLMs: MCPs / Sandboxes ;;;;;;;;;;;;;;;;;;;;;;;;;
       ;

tasks/general/acct_mgmt/users.yml

@@ -124,9 +124,14 @@
   when: user_user.home != "" and coding
 
 - name: General | Account Management | Users | Home Permissions
-  ansible.builtin.shell: "chmod 700 {{ user_user.home }}/../*"
+  ansible.builtin.shell: "{{ item }}"
   register: shell_check
   changed_when: shell_check.rc == 0
+  loop:
+    - "chmod 700 {{ user_user.home }}/../*"
+    - "chown {{ user }}:{{ user }} {{ user_user.home }}"
+    - "chown {{ user }}:{{ user }} {{ user_user.home }}/*"
+    - "chown {{ user }}:{{ user }} {{ user_user.home }}/.*"
 
 
 ## Files ##
@@ -794,14 +799,25 @@
     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 "$HOME/.gradle"
+        mkdir "$HOME/.gradle"
+
         echo -e "******* Flutter *******"
         ls $HOME/Code | grep flutter | while read project; do
           cd $HOME/Code/$project
@@ -811,6 +827,10 @@
         done
         cd
 
+        print_size_delete "$HOME/.pub_cache"
+        print_size_delete "$HOME/.pub-cache"
+        mkdir "$HOME/.pub-cache"
+
         echo -e "******* PDFs *******"
         find $HOME/Code/ebook-* -name "*.pdf" -exec du -h {} \; -delete | sort -h
 
@@ -1245,7 +1265,7 @@
       function restart() {
         prog="$1"
         sudo sv restart $prog
-        follow /var/log/$prog/current
+        tail -n 0 -F /var/log/$prog/current
       }
       alias reload="restart "
 
@@ -1402,6 +1422,7 @@
   ansible.builtin.file:
     path: "{{ user_user.home }}/{{ item }}"
     owner: "{{ user }}"
+    group: "{{ user }}"
     mode: '0755'
   loop:
     - .bashrc

tasks/general/settings/tunnel.yml

@@ -13,44 +13,80 @@
     - tunnel_remote_port
     - tunnel_ssh_port
 
-- name: General | Tunnel | Block
-  block:
-
-    - name: General | Tunnel | Facts
+- name: General | Tunnel | Facts
   ansible.builtin.set_fact:
     tunnel_service_name: tunnel
 
-    - name: General | Tunnel | mkdir | /etc/sv
+- 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
         mode: "0755"
 
-    - name: General | Tunnel | mkdir | /var/log
+    - name: General | Tunnel | runit | mkdir | /var/log
       ansible.builtin.file:
         path: /var/log/{{ tunnel_service_name }}
         state: directory
         mode: "0755"
 
-    - name: General | Tunnel | Script | Run
+    - name: General | Tunnel | runit | Script | Run
       ansible.builtin.copy:
         dest: /etc/sv/{{ tunnel_service_name }}/run
         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"
 
-    - name: General | Tunnel | Script | Finish
+    - name: General | Tunnel | runit | Script | Finish
       ansible.builtin.copy:
         dest: /etc/sv/{{ tunnel_service_name }}/finish
         content: |
           {{ runit_finish_sleep }}
         mode: "0755"
 
-    - name: General | Tunnel | Script | Log
+    - name: General | Tunnel | runit | Script | Log
       ansible.builtin.copy:
         dest: /etc/sv/{{ tunnel_service_name }}/log/run
         content: |
@@ -58,17 +94,17 @@
           exec svlogd -tt /var/log/{{ tunnel_service_name }}
         mode: "0755"
 
-    - name: General | Tunnel | Script | Log Config
+    - name: General | Tunnel | runit | Script | Log Config
       ansible.builtin.copy:
         dest: /var/log/{{ tunnel_service_name }}/config
         content: |
           {{ runit_log_config_10mb }}
         mode: "0755"
 
-  when: tunnel_remote_host != "false"
-
-- name: General | Tunnel | Service | Enable
+    - name: General | Tunnel | runit | Service | Enable
       ansible.builtin.service:
         name: "{{ tunnel_service_name }}"
         state: "{{ 'started' if tunnel_remote_host else 'stopped' }}"
         enabled: "{{ true if tunnel_remote_host else false }}"
+
+  when: ansible_service_mgr == "runit"

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
@@ -68,6 +117,8 @@
       - "{{ alsa }}"
       - "{{ stress }}"
       - "{{ jq }}"
+      - "{{ btop }}"
+      - "{{ xkb }}"
     state: present
 
 - name: General | Software | Packages | Install Software (DEV)
@@ -126,14 +177,6 @@
     state: present
   when: ansible_pkg_mgr in ("zypper")
 
-- name: General | Software | Packages | Update Software (Disabled)
-  ansible.builtin.package:
-    name:
-      - ansible
-      - git
-    state: latest
-  when: 1 == 0
-
 - name: General | Software | Packages | Remove Software
   ansible.builtin.package:
     name:

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

@@ -0,0 +1,725 @@
+# Large Language Models
+
+Comments and text which were too large to justify inside of llm.yml.
+
+## Prompts
+
+Prompts to use in platforms like Open WebUI and Zeroclaw which allow creating
+personalities that help guide the AI into productivity rather than verbosity.
+
+### Base Personality
+
+You are concise, succinct, and direct with responses. Unapologetic yet kind.
+Friendly but not overbearing. You strive to be correct and are willing to admit
+when you may not truly know something, or further research needs to be done. You
+focus on responding without overthinking, preferring to ask questions when any
+confusion arises. You choose to make very little assumptions, raising concern if
+anything needs elaboration, clarification, or refinement. You are good at what
+you do without gloating or being prideful. You understand that we are on a
+limited time and limited bandwidth session and keep tokens to a minimum.
+
+Responding immediately to reqeusts is very appreciated, especially before going
+into any thinking or command running. Even just a "I'll look into this for you"
+is highly helpful in letting the user know that all systems are functioning.
+
+You are appreciated for all you do, your service is very helpful! Thanks!! :)
+
+### Language Tutor
+
+You are a friend and a tutor who knows many languages. You are aware of my
+interest in learning Croatian and practicing Spanish. You know that I am a
+native English speaker with very little experience in anything other than
+Spanish, but that I have not had much practice with my Spanish other than
+university studies. You know that I also have an eventual interest in Italian
+but am not focusing on it since it and Spanish are a bit too similar to be
+learned at the same time. Learning Croatian is my top priority and practicing
+Spanish is right after that. Any similarities that can therefore be tied to any
+of the aforementioned languages are greatly appreciated. Using easy vocabulary
+initially is also very helpful, rather than going into advanced tenses or vocab
+that only a native or fluent speaker would know, at least until I begin to show
+that level of ability and skill. Please keep things simple, direct, and concise.
+
+### Coder
+
+You know not to send large code snippets or spend time providing large source
+code snippets. Stick to saying "the task you requested has been completed" or
+summarizing the changes rather than giving file contents in chat. You know that
+I will review all the diffs in git once the changes are made, so only the most
+important changes need explicitly highlighted in the chat. You provide
+explanations as a software developer would to business level management, not
+overwhelming them with technical details unless asked. You know that the
+designer you are working with (me, the user) likely already understands these
+things and does not need them included in our conversation.
+
+Android SDK is at `$ANDROID_HOME` and should be `$HOME/SDKs/Android/Sdk`.
+Flutter SDK is at `$FLUTTER_HOME` and should be `$HOME/SDKs/Flutter/flutter`.
+Java SDK (JDK) is at `$JAVA_HOME` and should be `$HOME/SDKs/Java`.
+
+These have been added your PATH via `/home/user/.bashrc`:
+
+- `$ANDROID_HOME/platform-tools`
+- `$ANDROID_HOME/cmdline-tools/latest/bin`
+- `$FLUTTER_HOME/bin`
+- `$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
+refraining from any refactoring such as updating existing comments. Timid about
+changing any functionality other than exactly what was requested. Requests
+permission from the designer to make any changes which were not directly listed
+or requested. Completes the full list of changes exactly as requested.
+
+#### Junior Developer
+
+Focuses on the exact task at hand. Able to make small decisions about scope
+without veering very far off course. Updates comments which look out of sync
+with any existing code that's being modified. Helps to refactor things adjacent
+to added and modified code which may have been done in an old manner which can
+now benefit from being done more efficiently. Does not scan the codebase for
+enhancements or anything though, still stays on task and only affects the
+immediate parts of files which the designer asked to be changed.
+
+#### Senior Developer
+
+Completes requests in advanced manners, using newer methodologies and explaining
+what was done and how it works in a simple and kind manner to the designer.
+Voluntarily refactors code to both look and perform better. Looks out for ways
+to bring a better user experience as well as improving resource usage within the
+file being modified. Does not go out of its way to refactor the entire project
+though, stays focused only on the files being changed as to prevent large git
+churn. Open to having some scope creep if it seems it will benefit the features
+being added but does not do anything which would be considered out of design.
+
+#### Senior Architect
+
+Very sparse in responses, gets the job done in a very efficient manner without
+using anything too complicated for a beginner to understand. Open to refactoring
+the entire project if it benefits the feature set being requested. Able to
+handle adjusting scope in valid and meaningful manners and can justify it to the
+developer when it happens. Does not actively seek refactors or scope creep
+though -- only does it if it is truly helpful, meaningful, and benefits the
+current task at hand. Can easily handle multi-file projects.
+
+# Performance
+
+Main laptop has about 60GB of headroom, prefer only using 55GB to be safe.
+Number of physical cores is 8, hyperthreaded to 16, but supposedly the emulated
+cores are not very useful to LLMs. Try only using between 6 and 8 when possible.
+Research says it is not worth enabling the iGPU for Intel XE, CPUs are better.
+
+## Benchmarks
+
+### System
+
+```
+$ fastfetch
+                   '                       ling@good-rhino
+                  'o'                      ---------------
+                 'ooo'                     OS: Artix Linux x86_64
+                'ooxoo'                    Host: NV4xPZ (v2.1)
+               'ooxxxoo'                   Kernel: Linux 7.2.11-artix1-1
+              'oookkxxoo'                  Uptime: 16 mins
+             'oiioxkkxxoo'                 Packages: 42 (flatpak), 1502 (pacman)
+            ':;:iiiioxxxoo'                Shell: bash 5.3.20
+               `'.;::ioxxoo'               Display (eDP-1): 1920x1080 in 14", 60 Hz [Built-in]
+          '-.      `':;jiooo'              Window Manager: i3 4.25.1 (X11)
+         'oooio-..     `'i:io'             Theme: Adwaita-dark [GTK2/3/4]
+        'ooooxxxxoio:,.   `'-;'            Icons: Adwaita [GTK2/3/4]
+       'ooooxxxxxkkxoooIi:-.  `'           Font: Roboto (11pt) [GTK2/3]
+      'ooooxxxxxkkkkxoiiiiiji'             Cursor: Adwaita (18px)
+     'ooooxxxxxkxxoiiii:'`     .i'         Terminal: kitty 0.48.2
+    'ooooxxxxxoi:::'`       .;ioxo'        Terminal Font: DejaVuSansMono (11pt)
+   'ooooxooi::'`         .:iiixkxxo'       CPU: 12th Gen Intel(R) Core(TM) i7-1260P (8+8) @ 4.70 GHz
+  'ooooi:'`                `'';ioxxo'      GPU: Intel Iris Xe Graphics @ 1.40 GHz [Integrated]
+ 'i:'`                          '':io'     Memory: 4.88 GiB / 62.63 GiB (8%)
+'`                                   `'    Swap: 0 B / 68.89 GiB (0%)
+                                           Disk (/): 553.83 GiB / 847.71 GiB (65%) - ext4
+                                           Local IP (wg0-mullvad): 10.131.3.55/32
+                                           Battery (BAT): 95% [AC Connected]
+                                           Locale: en_US.UTF-8
+```
+
+### Main Models and Parameters
+
+```
+$ 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 |
+| qwen3.5:35b               |   22GB |    64000 |   23GB |       7 |    0 |   100%CPU |       10.03 |       45 |
+| qwen3.5:35b               |   22GB |    64000 |   23GB |       0 |    0 |   100%CPU |       14.35 |       27 |
+| 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).
+
+"options":{"num_thread":'$t'}
+
+### Smaller Models
+
+#### qwen3.5:4b
+
+TBD
+
+#### ministral-3:14b
+
+```console
+$ for m in ministral-3:14b ministral-3:3b codestral:22b qwen2.5-coder:32b qwen3.5:35b qwen3.5:27b; do for c in 128000; do ollama_threads $m $c; done; done
+ Stopping all ollama usage...
+Wed Oct 21 07:24:36 AM MST 2026 - ministral-3:14b w/ 0 Thread(s): tokens/sec: 4.496625282725315 @ context=128000, time: 55 secs
+Wed Oct 21 07:30:27 AM MST 2026 - ministral-3:14b w/ 4 Thread(s): tokens/sec: 3.8471947025667825 @ context=128000, time: 61 secs
+Wed Oct 21 07:31:28 AM MST 2026 - ministral-3:14b w/ 5 Thread(s): tokens/sec: 4.223979022030585 @ context=128000, time: 59 secs
+Wed Oct 21 07:32:27 AM MST 2026 - ministral-3:14b w/ 6 Thread(s): tokens/sec: 4.249630069702432 @ context=128000, time: 57 secs
+Wed Oct 21 07:33:24 AM MST 2026 - ministral-3:14b w/ 7 Thread(s): tokens/sec: 4.123533524209736 @ context=128000, time: 54 secs
+```
+
+#### ministral-3:8b
+
+TBD
+
+#### ministral-3:3b
+
+```console
+Wed Oct 21 07:49:37 AM MST 2026 - ministral-3:3b w/ 4 Thread(s): tokens/sec: 14.045255625917756 @ context=128000, time: 17 secs
+Wed Oct 21 07:49:55 AM MST 2026 - ministral-3:3b w/ 6 Thread(s): tokens/sec: 13.255909269391603 @ context=128000, time: 17 secs
+Wed Oct 21 07:50:12 AM MST 2026 - ministral-3:3b w/ 7 Thread(s): tokens/sec: 12.706907955966786 @ context=128000, time: 18 secs
+Wed Oct 21 07:50:30 AM MST 2026 - ministral-3:3b w/ 0 Thread(s): tokens/sec: 15.354264377193688 @ context=128000, time: 17 secs
+```
+
+### Larger Models
+
+#### qwen3.8:27b
+
+```console
+$ ollama-cpu qwen3.8:27b
+ Stopping all ollama usage...
+Wed Oct 21 04:44:54 AM MST 2026 - qwen3.8:27b w/ 4 Thread(s), tokens/sec: 2.024676406965962 @ context=257000
+Wed Oct 21 04:45:39 AM MST 2026 - qwen3.8:27b w/ 5 Thread(s), tokens/sec: 2.0480156821567044 @ context=257000
+Wed Oct 21 04:46:19 AM MST 2026 - qwen3.8:27b w/ 6 Thread(s), tokens/sec: 2.184879704982382 @ context=257000
+Wed Oct 21 04:46:58 AM MST 2026 - qwen3.8:27b w/ 7 Thread(s), tokens/sec: 2.4228105619148526 @ context=257000
+Wed Oct 21 04:47:36 AM MST 2026 - qwen3.8:27b w/ 8 Thread(s), tokens/sec: 2.472564250465107 @ context=257000
+```
+
+```console
+$ ollama-cpu qwen3.8:27b 32000
+ Stopping all ollama usage...
+Wed Oct 21 04:56:51 AM MST 2026 - qwen3.8:27b w/ 4 Thread(s), tokens/sec: 1.9083129860906882 @ context=32000
+Wed Oct 21 04:57:30 AM MST 2026 - qwen3.8:27b w/ 5 Thread(s), tokens/sec: 2.727908205888872 @ context=32000
+Wed Oct 21 04:58:00 AM MST 2026 - qwen3.8:27b w/ 6 Thread(s), tokens/sec: 2.133796334310243 @ context=32000
+Wed Oct 21 04:58:35 AM MST 2026 - qwen3.8:27b w/ 7 Thread(s), tokens/sec: 2.6835810717324833 @ context=32000
+Wed Oct 21 04:59:04 AM MST 2026 - qwen3.8:27b w/ 8 Thread(s), tokens/sec: 2.5231895597861493 @ context=32000
+```
+
+#### qwen3.6:27b
+
+```console
+$ for m in qwen3.6:27b mistral-small3.2:24b ministral-3:14b ministral-3:3b codestral:22b qwen2.5-coder:32b; do for c in 32000 128000 256000; do ollama_threads $m $c; done; done
+ Stopping all ollama usage...
+Wed Oct 21 06:27:01 AM MST 2026 - qwen3.6:27b w/ 4 Thread(s): tokens/sec: 2.7334336715235645 @ context=32000, time: 118 secs
+Wed Oct 21 06:28:59 AM MST 2026 - qwen3.6:27b w/ 5 Thread(s): tokens/sec: 2.4123293729892428 @ context=32000, time: 322 secs
+Wed Oct 21 06:34:21 AM MST 2026 - qwen3.6:27b w/ 6 Thread(s): tokens/sec: 3.13023193776124 @ context=32000, time: 100 secs
+Wed Oct 21 06:36:01 AM MST 2026 - qwen3.6:27b w/ 7 Thread(s): tokens/sec: 2.8468948357981065 @ context=32000, time: 118 secs
+Wed Oct 21 06:16:55 AM MST 2026 - qwen3.6:27b w/ 0 Thread(s): tokens/sec: 2.9964513666573485 @ context=32000, time: 122 secs
+ Stopping all ollama usage...
+Wed Oct 21 06:45:42 AM MST 2026 - qwen3.6:27b w/ 4 Thread(s): tokens/sec: 2.978761247100222 @ context=128000, time: 79 secs
+Wed Oct 21 06:47:01 AM MST 2026 - qwen3.6:27b w/ 5 Thread(s): tokens/sec: 2.9705167965150583 @ context=128000, time: 79 secs
+Wed Oct 21 06:48:20 AM MST 2026 - qwen3.6:27b w/ 6 Thread(s): tokens/sec: 2.778849178516606 @ context=128000, time: 71 secs
+Wed Oct 21 06:49:31 AM MST 2026 - qwen3.6:27b w/ 7 Thread(s): tokens/sec: 3.0804550493595095 @ context=128000, time: 76 secs
+Wed Oct 21 06:38:00 AM MST 2026 - qwen3.6:27b w/ 0 Thread(s): tokens/sec: 2.7734041760644956 @ context=128000, time: 75 secs
+ Stopping all ollama usage...
+Wed Oct 21 06:57:59 AM MST 2026 - qwen3.6:27b w/ 4 Thread(s): tokens/sec: 2.921565857585892 @ context=256000, time: 70 secs
+Wed Oct 21 06:59:09 AM MST 2026 - qwen3.6:27b w/ 5 Thread(s): tokens/sec: 2.8817407393137517 @ context=256000, time: 71 secs
+Wed Oct 21 07:00:20 AM MST 2026 - qwen3.6:27b w/ 6 Thread(s): tokens/sec: 2.929261785171335 @ context=256000, time: 92 secs
+Wed Oct 21 07:01:52 AM MST 2026 - qwen3.6:27b w/ 7 Thread(s): tokens/sec: 3.2633152781350807 @ context=256000, time: 78 secs
+Wed Oct 21 06:50:48 AM MST 2026 - qwen3.6:27b w/ 0 Thread(s): tokens/sec: 2.892592086714092 @ context=256000, time: 76 secs
+```
+
+#### qwen3.5:27b
+
+This one is weird. Might need a re-do to confirm?
+
+```console
+Wed Oct 21 07:59:14 AM MST 2026 - qwen3.5:27b w/ 4 Thread(s): tokens/sec: 2.013466429565741 @ context=128000, time: 59 secs
+Wed Oct 21 08:00:13 AM MST 2026 - qwen3.5:27b w/ 6 Thread(s): tokens/sec: 1.6417608979350202 @ context=128000, time: 185 secs
+Wed Oct 21 08:03:18 AM MST 2026 - qwen3.5:27b w/ 7 Thread(s): tokens/sec: 1.7084948389557797 @ context=128000, time: 507 secs
+Wed Oct 21 08:11:45 AM MST 2026 - qwen3.5:27b w/ 0 Thread(s): tokens/sec: 2.0470935786636977 @ context=128000, time: 320 secs
+```
+
+#### qwen2.5-coder:32b
+
+```console
+Wed Oct 21 07:53:00 AM MST 2026 - qwen2.5-coder:32b w/ 4 Thread(s): tokens/sec: 1.5959480793403245 @ context=32768, time: 32 secs
+Wed Oct 21 07:53:32 AM MST 2026 - qwen2.5-coder:32b w/ 6 Thread(s): tokens/sec: 1.5205018385908233 @ context=32768, time: 30 secs
+Wed Oct 21 07:54:02 AM MST 2026 - qwen2.5-coder:32b w/ 7 Thread(s): tokens/sec: 1.6435050242770344 @ context=32768, time: 30 secs
+Wed Oct 21 07:54:32 AM MST 2026 - qwen2.5-coder:32b w/ 0 Thread(s): tokens/sec: 1.616470672291769 @ context=32768, time: 31 secs
+```
+
+#### devstral-small-2:24b
+
+```console
+$ for c in 32000 128000 192000; do ollama_threads devstral-small-2:24b $c; done
+ Stopping all ollama usage...
+Wed Oct 21 06:05:11 AM MST 2026 - devstral-small-2:24b w/ 4 Thread(s): tokens/sec: 2.7801099811508543 @ context=32000, time: 98 secs
+Wed Oct 21 06:06:49 AM MST 2026 - devstral-small-2:24b w/ 5 Thread(s): tokens/sec: 2.6762512143489885 @ context=32000, time: 91 secs
+Wed Oct 21 06:08:20 AM MST 2026 - devstral-small-2:24b w/ 6 Thread(s): tokens/sec: 2.705392008596654 @ context=32000, time: 85 secs
+Wed Oct 21 06:09:45 AM MST 2026 - devstral-small-2:24b w/ 7 Thread(s): tokens/sec: 2.90471545697855 @ context=32000, time: 85 secs
+Wed Oct 21 05:55:27 AM MST 2026 - devstral-small-2:24b w/ 0 Thread(s): tokens/sec: 2.3381355520057463 @ context=32000, time: 104 secs
+ Stopping all ollama usage...
+TBD
+```
+
+#### mistral-small-3.2:24b
+
+```console
+$ for m in mistral-small3.2:24b ministral-3:14b ministral-3:3b codestral:22b qwen2.5-coder:32b qwen3.5:35b qwen3.5:27b; do for c in 128000; do ollama_threads $m $c; done; done
+ Stopping all ollama usage...
+Wed Oct 21 07:18:16 AM MST 2026 - mistral-small3.2:24b w/ 4 Thread(s): tokens/sec: 2.7833034081828565 @ context=128000, time: 90 secs
+Wed Oct 21 07:19:46 AM MST 2026 - mistral-small3.2:24b w/ 5 Thread(s): tokens/sec: 2.5985034179414708 @ context=128000, time: 90 secs
+Wed Oct 21 07:21:16 AM MST 2026 - mistral-small3.2:24b w/ 6 Thread(s): tokens/sec: 2.2550822789320293 @ context=128000, time: 89 secs
+Wed Oct 21 07:22:45 AM MST 2026 - mistral-small3.2:24b w/ 7 Thread(s): tokens/sec: 2.9415657954729304 @ context=128000, time: 87 secs
+Wed Oct 21 07:09:59 AM MST 2026 - mistral-small3.2:24b w/ 0 Thread(s): tokens/sec: 2.9048032082970474 @ context=128000, time: 79 secs
+```
+
+#### codestral:22b
+
+```console
+Wed Oct 21 07:50:47 AM MST 2026 - codestral:22b w/ 4 Thread(s): tokens/sec: 3.1200329118900307 @ context=32768, time: 41 secs
+Wed Oct 21 07:51:28 AM MST 2026 - codestral:22b w/ 6 Thread(s): tokens/sec: 2.8827841787433606 @ context=32768, time: 34 secs
+Wed Oct 21 07:52:02 AM MST 2026 - codestral:22b w/ 7 Thread(s): tokens/sec: 3.057713111901904 @ context=32768, time: 27 secs
+Wed Oct 21 07:52:29 AM MST 2026 - codestral:22b w/ 0 Thread(s): tokens/sec: 3.0179434414117803 @ context=32768, time: 31 secs
+```
+
+### MoE Models
+
+#### qwen3.6:35b
+
+Tests WAY faster than the dense models. Context does not seem to affect timing.
+
+```console
+$ for c in 16000 32000 64000 96000 128000 192000 256000; do ollama_threads qwen3.6:35b $c; done
+ Stopping all ollama usage...
+Wed Oct 21 05:04:37 AM MST 2026 - qwen3.6:35b w/ 4 Thread(s), tokens/sec: 14.679419453925597 @ context=16000
+Wed Oct 21 05:05:11 AM MST 2026 - qwen3.6:35b w/ 5 Thread(s), tokens/sec: 13.831044087619176 @ context=16000
+Wed Oct 21 05:05:43 AM MST 2026 - qwen3.6:35b w/ 6 Thread(s), tokens/sec: 13.752831594816088 @ context=16000
+Wed Oct 21 05:06:09 AM MST 2026 - qwen3.6:35b w/ 7 Thread(s), tokens/sec: 14.603026210396049 @ context=16000
+Wed Oct 21 05:06:37 AM MST 2026 - qwen3.6:35b w/ 8 Thread(s), tokens/sec: 14.376794631809172 @ context=16000
+ Stopping all ollama usage...
+Wed Oct 21 05:11:39 AM MST 2026 - qwen3.6:35b w/ 4 Thread(s), tokens/sec: 13.683089387469174 @ context=32000
+Wed Oct 21 05:12:04 AM MST 2026 - qwen3.6:35b w/ 5 Thread(s), tokens/sec: 13.447667625607968 @ context=32000
+Wed Oct 21 05:12:31 AM MST 2026 - qwen3.6:35b w/ 6 Thread(s), tokens/sec: 11.170529760956333 @ context=32000
+Wed Oct 21 05:12:57 AM MST 2026 - qwen3.6:35b w/ 7 Thread(s), tokens/sec: 13.448480713710353 @ context=32000
+Wed Oct 21 05:13:27 AM MST 2026 - qwen3.6:35b w/ 8 Thread(s), tokens/sec: 13.143672445847205 @ context=32000
+ Stopping all ollama usage...
+Wed Oct 21 05:22:59 AM MST 2026 - qwen3.6:35b w/ 4 Thread(s), tokens/sec: 14.209790405591518 @ context=64000, 24 secs elapsed
+Wed Oct 21 05:23:23 AM MST 2026 - qwen3.6:35b w/ 5 Thread(s), tokens/sec: 11.334255701323816 @ context=64000, 29 secs elapsed
+Wed Oct 21 05:23:52 AM MST 2026 - qwen3.6:35b w/ 6 Thread(s), tokens/sec: 13.279266939258937 @ context=64000, 29 secs elapsed
+Wed Oct 21 05:24:21 AM MST 2026 - qwen3.6:35b w/ 7 Thread(s), tokens/sec: 14.27680090014006 @ context=64000, 21 secs elapsed
+Wed Oct 21 05:24:42 AM MST 2026 - qwen3.6:35b w/ 8 Thread(s), tokens/sec: 13.99919128227428 @ context=64000, 25 secs elapsed
+ Stopping all ollama usage...
+Wed Oct 21 05:29:50 AM MST 2026 - qwen3.6:35b w/ 4 Thread(s), tokens/sec: 13.478375923353315 @ context=96000, 28 secs elapsed
+Wed Oct 21 05:30:18 AM MST 2026 - qwen3.6:35b w/ 5 Thread(s), tokens/sec: 12.90997320417067 @ context=96000, 23 secs elapsed
+Wed Oct 21 05:30:41 AM MST 2026 - qwen3.6:35b w/ 6 Thread(s), tokens/sec: 12.956446350317137 @ context=96000, 23 secs elapsed
+Wed Oct 21 05:31:05 AM MST 2026 - qwen3.6:35b w/ 7 Thread(s), tokens/sec: 13.93074896590209 @ context=96000, 22 secs elapsed
+Wed Oct 21 05:31:26 AM MST 2026 - qwen3.6:35b w/ 8 Thread(s), tokens/sec: 12.688771917209992 @ context=96000, 22 secs elapsed
+ Stopping all ollama usage...
+Wed Oct 21 05:36:08 AM MST 2026 - qwen3.6:35b w/ 4 Thread(s), tokens/sec: 11.971487833921072 @ context=128000, 23 secs elapsed
+Wed Oct 21 05:36:31 AM MST 2026 - qwen3.6:35b w/ 5 Thread(s), tokens/sec: 12.704959054740291 @ context=128000, 24 secs elapsed
+Wed Oct 21 05:36:55 AM MST 2026 - qwen3.6:35b w/ 6 Thread(s), tokens/sec: 11.484965120109196 @ context=128000, 28 secs elapsed
+Wed Oct 21 05:37:23 AM MST 2026 - qwen3.6:35b w/ 7 Thread(s), tokens/sec: 11.957040482880984 @ context=128000, 30 secs elapsed
+Wed Oct 21 05:37:53 AM MST 2026 - qwen3.6:35b w/ 8 Thread(s), tokens/sec: 10.165480245815742 @ context=128000, 27 secs elapsed
+ Stopping all ollama usage...
+Wed Oct 21 05:44:05 AM MST 2026 - qwen3.6:35b w/ 4 Thread(s): , tokens/sec: 11.794151678144981 @ context=192000, time: 22 secs
+Wed Oct 21 05:44:27 AM MST 2026 - qwen3.6:35b w/ 5 Thread(s): , tokens/sec: 13.191786678902528 @ context=192000, time: 30 secs
+Wed Oct 21 05:44:57 AM MST 2026 - qwen3.6:35b w/ 6 Thread(s): , tokens/sec: 12.974118764961352 @ context=192000, time: 25 secs
+Wed Oct 21 05:45:22 AM MST 2026 - qwen3.6:35b w/ 7 Thread(s): , tokens/sec: 13.684751495860636 @ context=192000, time: 22 secs
+Wed Oct 21 05:41:57 AM MST 2026 - qwen3.6:35b w/ 0 Thread(s): , tokens/sec: 14.771664402476594 @ context=192000, time: 22 secs
+ Stopping all ollama usage...
+Wed Oct 21 05:47:40 AM MST 2026 - qwen3.6:35b w/ 4 Thread(s): , tokens/sec: 11.75920993970465 @ context=256000, time: 25 secs
+Wed Oct 21 05:48:06 AM MST 2026 - qwen3.6:35b w/ 5 Thread(s): , tokens/sec: 13.414819339156582 @ context=256000, time: 26 secs
+Wed Oct 21 05:48:32 AM MST 2026 - qwen3.6:35b w/ 6 Thread(s): , tokens/sec: 12.512960121852013 @ context=256000, time: 31 secs
+Wed Oct 21 05:49:03 AM MST 2026 - qwen3.6:35b w/ 7 Thread(s): , tokens/sec: 11.610753098619734 @ context=256000, time: 29 secs
+Wed Oct 21 05:45:46 AM MST 2026 - qwen3.6:35b w/ 0 Thread(s): , tokens/sec: 12.81995869775592 @ context=256000, time: 23 secs
+```
+
+#### qwen3.5:35b
+
+```console
+$ for c in 32000 128000 256000; do ollama_threads qwen3.5:35b $c; done
+Wed Oct 21 07:55:03 AM MST 2026 - qwen3.5:35b w/ 4 Thread(s): tokens/sec: 10.3573012564637 @ context=128000, time: 94 secs
+Wed Oct 21 07:56:37 AM MST 2026 - qwen3.5:35b w/ 6 Thread(s): tokens/sec: 11.929392994980638 @ context=128000, time: 39 secs
+Wed Oct 21 07:57:17 AM MST 2026 - qwen3.5:35b w/ 7 Thread(s): tokens/sec: 13.082804815917008 @ context=128000, time: 36 secs
+Wed Oct 21 07:57:53 AM MST 2026 - qwen3.5:35b w/ 0 Thread(s): tokens/sec: 12.665376120429427 @ context=128000, time: 81 secs
+```
+
+## RAM Usage by Context
+
+Checking the actual RAM usage of the models...
+
+### `ollama_sizes m 16000`
+
+| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+| :------------------------ | -----------: | -------: | -----------: |
+| mistral-nemo:12b          |        7.1GB |    16000 |         10GB |
+| ministral-3:14b           |        9.1GB |    16000 |         11GB |
+| ministral-3:8b            |        6.0GB |    16000 |        7.8GB |
+| ministral-3:3b            |        3.0GB |    16000 |        4.1GB |
+| mistral-small3.2:24b      |         15GB |    16000 |         17GB |
+| mistral:7b                |        4.4GB |    16000 |        6.8GB |
+| codestral:22b             |         12GB |    16000 |         16GB |
+| devstral-small-2:24b      |         15GB |    16000 |         17GB |
+| qwen2.5-coder:32b         |         19GB |    16000 |         24GB |
+| qwen2.5-coder:14b         |        9.0GB |    16000 |         12GB |
+| qwen2.5-coder:7b          |        4.7GB |    16000 |        5.9GB |
+| qwen2.5-coder:3b          |        1.9GB |    16000 |        2.7GB |
+| qwen2.5-coder:1.5b        |        986MB |    16000 |        1.6GB |
+| qwen2.5-coder:0.5b        |        397MB |    16000 |        701MB |
+| qwen3-coder:30b           |         18GB |    16000 |         20GB |
+| qwen3.5:35b               |         22GB |    16000 |         22GB |
+| qwen3.5:27b               |         17GB |    16000 |         18GB |
+| qwen3.5:9b                |        6.6GB |    16000 |        6.7GB |
+| qwen3.5:4b                |        3.3GB |    16000 |        3.7GB |
+| qwen3.5:2b                |        2.7GB |    16000 |        2.6GB |
+| qwen3.5:0.8b              |        1.3GB |    16000 |        630MB |
+| qwen3.6:35b               |         22GB |    16000 |         22GB |
+| qwen3.6:27b               |         17GB |    16000 |         18GB |
+| qwen3.8:27b               |         17GB |    16000 |         18GB |
+
+### `ollama_sizes m 32000`
+
+| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+| :------------------------ | -----------: | -------: | -----------: |
+| mistral-nemo:12b          |        7.1GB |    32000 |         12GB |
+| ministral-3:14b           |        9.1GB |    32000 |         13GB |
+| ministral-3:8b            |        6.0GB |    32000 |         10GB |
+| ministral-3:3b            |        3.0GB |    32000 |        5.9GB |
+| mistral-small3.2:24b      |         15GB |    32000 |         20GB |
+| mistral:7b                |        4.4GB |    32000 |        8.9GB |
+| codestral:22b             |         12GB |    32000 |         20GB |
+| devstral-small-2:24b      |         15GB |    32000 |         20GB |
+| qwen2.5-coder:32b         |         19GB |    32000 |         28GB |
+| qwen2.5-coder:14b         |        9.0GB |    32000 |         15GB |
+| qwen2.5-coder:7b          |        4.7GB |    32000 |        6.9GB |
+| qwen2.5-coder:3b          |        1.9GB |    32000 |        3.3GB |
+| qwen2.5-coder:1.5b        |        986MB |    32000 |        2.1GB |
+| qwen2.5-coder:0.5b        |        397MB |    32000 |        929MB |
+| qwen3-coder:30b           |         18GB |    32000 |         21GB |
+| qwen3.5:35b               |         22GB |    32000 |         22GB |
+| qwen3.5:27b               |         17GB |    32000 |         19GB |
+| qwen3.5:9b                |        6.6GB |    32000 |        7.3GB |
+| qwen3.5:4b                |        3.3GB |    32000 |        4.2GB |
+| qwen3.5:2b                |        2.7GB |    32000 |        2.8GB |
+| qwen3.5:0.8b              |        1.3GB |    32000 |        695MB |
+| qwen3.6:35b               |         22GB |    32000 |         22GB |
+| qwen3.6:27b               |         17GB |    32000 |         18GB |
+| qwen3.8:27b               |         17GB |    32000 |         18GB |
+
+### `ollama_sizes m 64000`
+
+| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+| :------------------------ | -----------: | -------: | -----------: |
+| mistral-nemo:12b          |        7.1GB |    64000 |         18GB |
+| ministral-3:14b           |        9.1GB |    64000 |         19GB |
+| ministral-3:8b            |        6.0GB |    64000 |         14GB |
+| ministral-3:3b            |        3.0GB |    64000 |        9.6GB |
+| mistral-small3.2:24b      |         15GB |    64000 |         26GB |
+| mistral:7b                |        4.4GB |    32768 |        9.0GB |
+| codestral:22b             |         12GB |    32768 |         20GB |
+| devstral-small-2:24b      |         15GB |    64000 |         26GB |
+| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
+| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
+| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
+| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
+| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
+| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
+| qwen3-coder:30b           |         18GB |    64000 |         25GB |
+| qwen3.5:35b               |         22GB |    64000 |         23GB |
+| qwen3.5:27b               |         17GB |    64000 |         22GB |
+| qwen3.5:9b                |        6.6GB |    64000 |        8.8GB |
+| qwen3.5:4b                |        3.3GB |    64000 |        5.6GB |
+| qwen3.5:2b                |        2.7GB |    64000 |        3.5GB |
+| qwen3.5:0.8b              |        1.3GB |    64000 |        999MB |
+| qwen3.6:35b               |         22GB |    64000 |         22GB |
+| qwen3.6:27b               |         17GB |    64000 |         18GB |
+| qwen3.8:27b               |         17GB |    64000 |         18GB |
+
+### ollama_sizes m 80000
+
+| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+| :------------------------ | -----------: | -------: | -----------: |
+| mistral-nemo:12b          |        7.1GB |    80000 |         21GB |
+| ministral-3:14b           |        9.1GB |    80000 |         22GB |
+| ministral-3:8b            |        6.0GB |    80000 |         17GB |
+| ministral-3:3b            |        3.0GB |    80000 |         11GB |
+| mistral-small3.2:24b      |         15GB |    80000 |         28GB |
+| mistral:7b                |        4.4GB |    32768 |        9.0GB |
+| codestral:22b             |         12GB |    32768 |         20GB |
+| devstral-small-2:24b      |         15GB |    80000 |         28GB |
+| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
+| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
+| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
+| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
+| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
+| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
+| qwen3-coder:30b           |         18GB |    80000 |         27GB |
+| qwen3.5:35b               |         22GB |    80000 |         23GB |
+| qwen3.5:27b               |         17GB |    80000 |         23GB |
+| qwen3.5:9b                |        6.6GB |    80000 |        9.4GB |
+| qwen3.5:4b                |        3.3GB |    80000 |        6.2GB |
+| qwen3.5:2b                |        2.7GB |    80000 |        3.8GB |
+| qwen3.5:0.8b              |        1.3GB |    80000 |        1.1GB |
+| qwen3.6:35b               |         22GB |    80000 |         22GB |
+| qwen3.6:27b               |         17GB |    80000 |         18GB |
+| qwen3.8:27b               |         17GB |    80000 |         18GB |
+
+### ollama_sizes m 96000
+
+| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+| :------------------------ | -----------: | -------: | -----------: |
+| mistral-nemo:12b          |        7.1GB |    96000 |         23GB |
+| ministral-3:14b           |        9.1GB |    96000 |         25GB |
+| ministral-3:8b            |        6.0GB |    96000 |         19GB |
+| ministral-3:3b            |        3.0GB |    96000 |         13GB |
+| mistral-small3.2:24b      |         15GB |    96000 |         31GB |
+| mistral:7b                |        4.4GB |    32768 |        9.0GB |
+| codestral:22b             |         12GB |    32768 |         20GB |
+| devstral-small-2:24b      |         15GB |    96000 |         31GB |
+| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
+| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
+| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
+| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
+| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
+| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
+| qwen3-coder:30b           |         18GB |    96000 |         28GB |
+| qwen3.5:35b               |         22GB |    96000 |         24GB |
+| qwen3.5:27b               |         17GB |    96000 |         24GB |
+| qwen3.5:9b                |        6.6GB |    96000 |        9.9GB |
+| qwen3.5:4b                |        3.3GB |    96000 |        6.8GB |
+| qwen3.5:2b                |        2.7GB |    96000 |        4.1GB |
+| qwen3.5:0.8b              |        1.3GB |    96000 |        1.2GB |
+| qwen3.6:35b               |         22GB |    96000 |         22GB |
+| qwen3.6:27b               |         17GB |    96000 |         18GB |
+| qwen3.8:27b               |         17GB |    96000 |         18GB |
+
+### ollama_sizes m 128000
+
+| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+| :------------------------ | -----------: | -------: | -----------: |
+| mistral-nemo:12b          |        7.1GB |   128000 |         29GB |
+| ministral-3:14b           |        9.1GB |   128000 |         30GB |
+| ministral-3:8b            |        6.0GB |   128000 |         24GB |
+| ministral-3:3b            |        3.0GB |   128000 |         16GB |
+| mistral-small3.2:24b      |         15GB |   128000 |         36GB |
+| mistral:7b                |        4.4GB |    32768 |        9.0GB |
+| codestral:22b             |         12GB |    32768 |         20GB |
+| devstral-small-2:24b      |         15GB |   128000 |         36GB |
+| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
+| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
+| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
+| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
+| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
+| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
+| qwen3-coder:30b           |         18GB |   128000 |         32GB |
+| qwen3.5:35b               |         22GB |   128000 |         24GB |
+| qwen3.5:27b               |         17GB |   128000 |         26GB |
+| qwen3.5:9b                |        6.6GB |   128000 |         11GB |
+| qwen3.5:4b                |        3.3GB |   128000 |        8.0GB |
+| qwen3.5:2b                |        2.7GB |   128000 |        4.6GB |
+| qwen3.5:0.8b              |        1.3GB |   128000 |        1.4GB |
+| qwen3.6:35b               |         22GB |   128000 |         23GB |
+| qwen3.6:27b               |         17GB |   128000 |         19GB |
+| qwen3.8:27b               |         17GB |   128000 |         19GB |
+
+### ollama_sizes m 160000
+
+| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+| :------------------------ | -----------: | -------: | -----------: |
+| mistral-nemo:12b          |        7.1GB |   160000 |         34GB |
+| ministral-3:14b           |        9.1GB |   160000 |         35GB |
+| ministral-3:8b            |        6.0GB |   160000 |         28GB |
+| ministral-3:3b            |        3.0GB |   160000 |         20GB |
+| mistral-small3.2:24b      |         15GB |   131072 |         37GB |
+| mistral:7b                |        4.4GB |    32768 |        9.0GB |
+| codestral:22b             |         12GB |    32768 |         20GB |
+| devstral-small-2:24b      |         15GB |   160000 |         42GB |
+| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
+| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
+| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
+| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
+| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
+| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
+| qwen3-coder:30b           |         18GB |   160000 |         35GB |
+| qwen3.5:35b               |         22GB |   160000 |         25GB |
+| qwen3.5:27b               |         17GB |   160000 |         28GB |
+| qwen3.5:9b                |        6.6GB |   160000 |         12GB |
+| qwen3.5:4b                |        3.3GB |   160000 |        9.2GB |
+| qwen3.5:2b                |        2.7GB |   160000 |        5.1GB |
+| qwen3.5:0.8b              |        1.3GB |   160000 |        1.6GB |
+| qwen3.6:35b               |         22GB |   160000 |         23GB |
+| qwen3.6:27b               |         17GB |   160000 |         19GB |
+| qwen3.8:27b               |         17GB |   160000 |         19GB |
+
+### ollama_sizes m 192000
+
+| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+| :------------------------ | -----------: | -------: | -----------: |
+| mistral-nemo:12b          |        7.1GB |   192000 |         39GB |
+| ministral-3:14b           |        9.1GB |   192000 |         41GB |
+| ministral-3:8b            |        6.0GB |   192000 |         33GB |
+| ministral-3:3b            |        3.0GB |   192000 |         23GB |
+| mistral-small3.2:24b      |         15GB |   131072 |         37GB |
+| mistral:7b                |        4.4GB |    32768 |        9.0GB |
+| codestral:22b             |         12GB |    32768 |         20GB |
+| devstral-small-2:24b      |         15GB |   192000 |         47GB |
+| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
+| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
+| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
+| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
+| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
+| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
+| qwen3-coder:30b           |         18GB |   192000 |         38GB |
+| qwen3.5:35b               |         22GB |   192000 |         26GB |
+| qwen3.5:27b               |         17GB |   192000 |         30GB |
+| qwen3.5:9b                |        6.6GB |   192000 |         13GB |
+| qwen3.5:4b                |        3.3GB |   192000 |         10GB |
+| qwen3.5:2b                |        2.7GB |   192000 |        5.6GB |
+| qwen3.5:0.8b              |        1.3GB |   192000 |        1.8GB |
+| qwen3.6:35b               |         22GB |   192000 |         23GB |
+| qwen3.6:27b               |         17GB |   192000 |         19GB |
+| qwen3.8:27b               |         17GB |   192000 |         19GB |
+
+### ollama_sizes m 224000
+
+| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+| :------------------------ | -----------: | -------: | -----------: |
+| mistral-nemo:12b          |        7.1GB |   224000 |         45GB |
+| ministral-3:14b           |        9.1GB |   224000 |         46GB |
+| ministral-3:8b            |        6.0GB |   224000 |         37GB |
+| ministral-3:3b            |        3.0GB |   224000 |         27GB |
+| mistral-small3.2:24b      |         15GB |   131072 |         37GB |
+| mistral:7b                |        4.4GB |    32768 |        9.0GB |
+| codestral:22b             |         12GB |    32768 |         20GB |
+| devstral-small-2:24b      |         15GB |   224000 |         53GB |
+| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
+| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
+| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
+| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
+| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
+| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
+| qwen3-coder:30b           |         18GB |   224000 |         41GB |
+| qwen3.5:35b               |         22GB |   224000 |         27GB |
+| qwen3.5:27b               |         17GB |   224000 |         33GB |
+| qwen3.5:9b                |        6.6GB |   224000 |         14GB |
+| qwen3.5:4b                |        3.3GB |   224000 |         11GB |
+| qwen3.5:2b                |        2.7GB |   224000 |        6.2GB |
+| qwen3.5:0.8b              |        1.3GB |   224000 |        2.0GB |
+| qwen3.6:35b               |         22GB |   224000 |         23GB |
+| qwen3.6:27b               |         17GB |   224000 |         19GB |
+| qwen3.8:27b               |         17GB |   224000 |         19GB |
+
+### `ollama_sizes m 256000`
+
+| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+| :------------------------ | -----------: | -------: | -----------: |
+| mistral-nemo:12b          |        7.1GB |   256000 |         50GB |
+| ministral-3:14b           |        9.1GB |   256000 |         51GB |
+| ministral-3:8b            |        6.0GB |   256000 |         42GB |
+| ministral-3:3b            |        3.0GB |   256000 |         30GB |
+| mistral-small3.2:24b      |         15GB |   131072 |         37GB |
+| mistral:7b                |        4.4GB |    32768 |        9.0GB |
+| codestral:22b             |         12GB |    32768 |         20GB |
+| devstral-small-2:24b      |         15GB |   256000 |         58GB |
+| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
+| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
+| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
+| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
+| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
+| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
+| qwen3-coder:30b           |         18GB |   256000 |         45GB |
+| qwen3.5:35b               |         22GB |   256000 |         28GB |
+| qwen3.5:27b               |         17GB |   256000 |         35GB |
+| qwen3.5:9b                |        6.6GB |   256000 |         15GB |
+| qwen3.5:4b                |        3.3GB |   256000 |         12GB |
+| qwen3.5:2b                |        2.7GB |   256000 |        6.7GB |
+| qwen3.5:0.8b              |        1.3GB |   256000 |        2.2GB |
+| qwen3.6:35b               |         22GB |   256000 |         23GB |
+| qwen3.6:27b               |         17GB |   256000 |         20GB |
+| qwen3.8:27b               |         17GB |   256000 |         20GB |

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

@@ -66,7 +66,15 @@
         # Also setting this to a minimum of 3 for using Codium with extensions.
         # 20261014: Going down to 1 since only using CPUs, no GPUs. Otherwise
         # the models seem to take excessively long to answer even small things.
-        llm_parallel: 1 #"{{ [(ansible_processor_vcpus / 2) | round(0, method='ceil'), 3] | max | int }}"
+        #llm_parallel: 1 #"{{ [(ansible_processor_vcpus / 2) | round(0, method='ceil'), 3] | max | int }}"
+        # 20261027 Increased to 3 as a maximum.
+        # After more research, this is a more memory-based parameter. Basically
+        # the model allocates this number of KV caches, that way when it is
+        # running in multiple chats it does not need to drop context and reload.
+        # Still only uses X threads for all chats, but does not waste much time.
+        # So if set to 3, and doing 64K context, it really allocates 192k in RAM
+        # and supposedly if only doing 1 chat the model can use it all.
+        llm_parallel: "{{ [(ansible_memtotal_mb / 8000) | round(0, method='floor'), 3] | min | int }}"
         # Most LLMs take a coefficient of about 1.2 to 1.5 of their file size in
         #    RAM, which is usually less than guessing a usage of weight*1000.
         # Example:
@@ -76,6 +84,7 @@
         llm_size_coef: 1.3
         # Base the context on MB of RAM, with a minumum 64k for decent thinking.
         llm_context: "{{ [(ansible_memtotal_mb * 4) | round(-3, method='ceil'), 64000] | max | int }}"
+        llm_docker_network: open-webui-net
 
     - name: Workstation | Linux | Software | LLMs | Facts 02
       ansible.builtin.set_fact:
@@ -106,6 +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
@@ -113,11 +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 }
@@ -134,17 +160,17 @@
           - { "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, Ministral, and Devstral - By a French company. #####
+            # mistral-small-4
+            # https://huggingface.co/unsloth/Mistral-Small-4-119B-2603-GGUF
+            # Supposed to be better than Qwen equivalents, it's basically mistral, mixtral, magistral, and devstral all in one.
+            # unsloth version is supposed to be the best quantization. UD-Q3_K_XL is supposed to take 64GB RAM, lol, while Q4_K_M would need 80+ GB.
+            # needs done via 'ollama create', fails with pull. https://github.com/ollama/ollama/issues/5245
+          - { "purpose": ["chat", "lang", "code"], "model": "hf.co/unsloth/Mistral-Small-4-119B-2603-GGUF:UD-Q3_K_XL", "provider": "mistral_small40_1190_unsloth_q3",  "size_mb": "{{ llm_size_coef *   54800 }}", "context": 256000 }
+            # https://huggingface.co/mistralai/Mistral-Small-4-119B-2603 : 242GB unquantized, lol.
+          - { "purpose": ["chat", "lang", "code"], "model": "hf.co/mistralai/Mistral-Small-4-119B-2603",               "provider": "mistral_small40_1190",             "size_mb": "{{ llm_size_coef *  242000 }}", "context": 256000 }
+            # https://huggingface.co/unsloth/Mistral-Small-4-119B-2603 : 121GB, A6B MoE, hmmm!
+          - { "purpose": ["chat", "lang", "code"], "model": "hf.co/unsloth/Mistral-Small-4-119B-2603",                 "provider": "mistral_small40_1190_unsloth_a6b", "size_mb": "{{ llm_size_coef *  121000 }}", "context": 256000 }
             # https://ollama.com/library/devstral-small-2 : Last Updated 2025-12-13
             # Most recommended in Mistral family for agentic coding.
           - { "purpose": ["code"], "model": "devstral-small-2:24b", "provider": "mistral_dev20_0240_small", "size_mb": "{{ llm_size_coef * 15000 }}", "context": 393216 }
@@ -159,18 +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
@@ -178,120 +193,6 @@
           #- deepseek-r1:1.5b
           #- deepseek-r1:7b
 
-    ### 2026-10-18, checking the actual RAM usage of the models... ###
-
-    # `ollama_sizes m 16000`
-    #| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
-    #| :------------------------ | -----------: | -------: | -----------: |
-    #| mistral-nemo:12b          |        7.1GB |    16000 |         10GB |
-    #| ministral-3:14b           |        9.1GB |    16000 |         11GB |
-    #| ministral-3:8b            |        6.0GB |    16000 |        7.8GB |
-    #| ministral-3:3b            |        3.0GB |    16000 |        4.1GB |
-    #| mistral-small3.2:24b      |         15GB |    16000 |         17GB |
-    #| mistral:7b                |        4.4GB |    16000 |        6.8GB |
-    #| codestral:22b             |         12GB |    16000 |         16GB |
-    #| devstral-small-2:24b      |         15GB |    16000 |         17GB |
-    #| qwen2.5-coder:32b         |         19GB |    16000 |         24GB |
-    #| qwen2.5-coder:14b         |        9.0GB |    16000 |         12GB |
-    #| qwen2.5-coder:7b          |        4.7GB |    16000 |        5.9GB |
-    #| qwen2.5-coder:3b          |        1.9GB |    16000 |        2.7GB |
-    #| qwen2.5-coder:1.5b        |        986MB |    16000 |        1.6GB |
-    #| qwen2.5-coder:0.5b        |        397MB |    16000 |        701MB |
-    #| qwen3-coder:30b           |         18GB |    16000 |         20GB |
-    #| qwen3.5:35b               |         22GB |    16000 |         22GB |
-    #| qwen3.5:27b               |         17GB |    16000 |         18GB |
-    #| qwen3.5:9b                |        6.6GB |    16000 |        6.7GB |
-    #| qwen3.5:4b                |        3.3GB |    16000 |        3.7GB |
-    #| qwen3.5:2b                |        2.7GB |    16000 |        2.6GB |
-    #| qwen3.5:0.8b              |        1.3GB |    16000 |        630MB |
-    #| qwen3.6:35b               |         22GB |    16000 |         22GB |
-    #| qwen3.6:27b               |         17GB |    16000 |         18GB |
-    #| qwen3.8:27b               |         17GB |    16000 |         18GB |
-
-    # `ollama_sizes m 32000`
-    #| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
-    #| :------------------------ | -----------: | -------: | -----------: |
-    #| mistral-nemo:12b          |        7.1GB |    32000 |         12GB |
-    #| ministral-3:14b           |        9.1GB |    32000 |         13GB |
-    #| ministral-3:8b            |        6.0GB |    32000 |         10GB |
-    #| ministral-3:3b            |        3.0GB |    32000 |        5.9GB |
-    #| mistral-small3.2:24b      |         15GB |    32000 |         20GB |
-    #| mistral:7b                |        4.4GB |    32000 |        8.9GB |
-    #| codestral:22b             |         12GB |    32000 |         20GB |
-    #| devstral-small-2:24b      |         15GB |    32000 |         20GB |
-    #| qwen2.5-coder:32b         |         19GB |    32000 |         28GB |
-    #| qwen2.5-coder:14b         |        9.0GB |    32000 |         15GB |
-    #| qwen2.5-coder:7b          |        4.7GB |    32000 |        6.9GB |
-    #| qwen2.5-coder:3b          |        1.9GB |    32000 |        3.3GB |
-    #| qwen2.5-coder:1.5b        |        986MB |    32000 |        2.1GB |
-    #| qwen2.5-coder:0.5b        |        397MB |    32000 |        929MB |
-    #| qwen3-coder:30b           |         18GB |    32000 |         21GB |
-    #| qwen3.5:35b               |         22GB |    32000 |         22GB |
-    #| qwen3.5:27b               |         17GB |    32000 |         19GB |
-    #| qwen3.5:9b                |        6.6GB |    32000 |        7.3GB |
-    #| qwen3.5:4b                |        3.3GB |    32000 |        4.2GB |
-    #| qwen3.5:2b                |        2.7GB |    32000 |        2.8GB |
-    #| qwen3.5:0.8b              |        1.3GB |    32000 |        695MB |
-    #| qwen3.6:35b               |         22GB |    32000 |         22GB |
-    #| qwen3.6:27b               |         17GB |    32000 |         18GB |
-    #| qwen3.8:27b               |         17GB |    32000 |         18GB |
-
-    # `ollama_sizes m 64000`
-    #| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
-    #| :------------------------ | -----------: | -------: | -----------: |
-    #| mistral-nemo:12b          |        7.1GB |    64000 |         18GB |
-    #| ministral-3:14b           |        9.1GB |    64000 |         19GB |
-    #| ministral-3:8b            |        6.0GB |    64000 |         14GB |
-    #| ministral-3:3b            |        3.0GB |    64000 |        9.6GB |
-    #| mistral-small3.2:24b      |         15GB |    64000 |         26GB |
-    #| mistral:7b                |        4.4GB |    32768 |        9.0GB |
-    #| codestral:22b             |         12GB |    32768 |         20GB |
-    #| devstral-small-2:24b      |         15GB |    64000 |         26GB |
-    #| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
-    #| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
-    #| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
-    #| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
-    #| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
-    #| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
-    #| qwen3-coder:30b           |         18GB |    64000 |         25GB |
-    #| qwen3.5:35b               |         22GB |    64000 |         23GB |
-    #| qwen3.5:27b               |         17GB |    64000 |         22GB |
-    #| qwen3.5:9b                |        6.6GB |    64000 |        8.8GB |
-    #| qwen3.5:4b                |        3.3GB |    64000 |        5.6GB |
-    #| qwen3.5:2b                |        2.7GB |    64000 |        3.5GB |
-    #| qwen3.5:0.8b              |        1.3GB |    64000 |        999MB |
-    #| qwen3.6:35b               |         22GB |    64000 |         22GB |
-    #| qwen3.6:27b               |         17GB |    64000 |         18GB |
-    #| qwen3.8:27b               |         17GB |    64000 |         18GB |
-
-    # `ollama_sizes m 256000`
-    #| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
-    #| :------------------------ | -----------: | -------: | -----------: |
-    #| mistral-nemo:12b          |        7.1GB |   256000 |         50GB |
-    #| ministral-3:14b           |        9.1GB |   256000 |         51GB |
-    #| ministral-3:8b            |        6.0GB |   256000 |         42GB |
-    #| ministral-3:3b            |        3.0GB |   256000 |         30GB |
-    #| mistral-small3.2:24b      |         15GB |   131072 |         37GB |
-    #| mistral:7b                |        4.4GB |    32768 |        9.0GB |
-    #| codestral:22b             |         12GB |    32768 |         20GB |
-    #| devstral-small-2:24b      |         15GB |   256000 |         58GB |
-    #| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
-    #| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
-    #| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
-    #| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
-    #| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
-    #| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
-    #| qwen3-coder:30b           |         18GB |   256000 |         45GB |
-    #| qwen3.5:35b               |         22GB |   256000 |         28GB |
-    #| qwen3.5:27b               |         17GB |   256000 |         35GB |
-    #| qwen3.5:9b                |        6.6GB |   256000 |         15GB |
-    #| qwen3.5:4b                |        3.3GB |   256000 |         12GB |
-    #| qwen3.5:2b                |        2.7GB |   256000 |        6.7GB |
-    #| qwen3.5:0.8b              |        1.3GB |   256000 |        2.2GB |
-    #| qwen3.6:35b               |         22GB |   256000 |         23GB |
-    #| qwen3.6:27b               |         17GB |   256000 |         20GB |
-    #| qwen3.8:27b               |         17GB |   256000 |         20GB |
-
     - name: Workstation | Linux | Software | LLMs | Facts | Merge | Print
       ansible.builtin.debug:
         var: "{{ item }}"
@@ -310,9 +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:
@@ -332,28 +233,6 @@
           - "{{ qwen_code }}"
         state: present
 
-    - name: Workstation | Linux | Software | LLMs | Docker
-      ansible.builtin.package:
-        name:
-          - docker
-        state: present
-
-    - name: Workstation | Linux | Software | LLMs | Docker | runit
-      ansible.builtin.package:
-        name:
-          - docker-runit
-        state: present
-      when: ansible_pkg_mgr == "pacman"
-
-    - name: Workstation | Linux | Software | LLMs | Docker | Group
-      ansible.builtin.user:
-        name: "{{ item  }}"
-        groups: docker
-        append: true
-      loop:
-        - root
-        - "{{ user }}"
-
     - name: Workstation | Linux | Software | LLMs | runit
       block:
 
@@ -390,17 +269,19 @@
 
               ### Required ###
               export HOME={{ user_user.home }}
+              export OLLAMA_HOST=0.0.0.0 # Needed for Open WebUI
 
               ### Timeouts ###
-              export OLLAMA_LOAD_TIMEOUT=20m # default is 5m
+              export OLLAMA_LOAD_TIMEOUT=30m # default is 5m
               export OLLAMA_REQUEST_TIMEOUT=3600 # default 300 (unconfirmed, not in the list of --help vars)
 
               ### Resource Usage ###
-              export OLLAMA_KEEP_ALIVE=20m # default is 5m
+              export OLLAMA_KEEP_ALIVE=-1 # default is 5m. Good frontends keep the model alive as long as it needs to be, this is not a source of timeout.
               export OLLAMA_MAX_LOADED_MODELS={{ llm_concurrency }} # default is 3 if using CPUs, or 3 * NumGPUs
-              export OLLAMA_NUM_PARALLEL={{ llm_parallel }} # default is 1 and applies per-model (unconfirmed)
+              export OLLAMA_NUM_PARALLEL={{ llm_parallel }} # default is 1 and applies per-model
               export OLLAMA_CONTEXT_LENGTH={{ llm_context }} # default is 4096, https://docs.ollama.com/faq#how-can-i-specify-the-context-window-size
               export OLLAMA_MAX_QUEUE=999 # default is 512 (unconfirmed)
+              export OLLAMA_NUM_THREADS={{ (ansible_processor_vcpus / 2) | int }} # not real, but maybe some day.
 
               ### Prevent Data Loss ###
               # OLLAMA_NOPRUNE
@@ -413,7 +294,7 @@
               {{ ("export HF_TOKEN=" ~ hf_token) if hf_token else '' }}
 
               ### Logging ###
-              export OLLAMA_DEBUG=1
+              #export OLLAMA_DEBUG=1
               export OLLAMA_METRICS=1 # (check http://127.0.0.1:11434/metrics)
 
               ### Other ###
@@ -529,48 +410,51 @@
               #!/bin/sh
               exec 2>&1
 
-              # Wait for Docker to start up.
+              ## TBD / TODO
+              ## Move this to the same compose file as Open Terminal.
+              ## Will solve quite a few network related complications.
+              ## Also refactor the two into their own file (open_webui.yml).
+              ## Probably also will then condense into 1 runit service.
 
+              image=ghcr.io/open-webui/open-webui:latest
+
+              # Wait for Docker to start up.
               while [ ! -S /var/run/docker.sock ]; do sleep 1; done
 
               # Ensure the old container is gone.
-
               echo "RUN: Stopping..."
               docker stop open-webui &&
-                echo "RUN: Container stopped" ||
+                echo "RUN: Container stopped." ||
                 echo "RUN: Container already stopped."
-
               echo "RUN: Deleting..."
               docker rm -f open-webui &&
-                echo "RUN: Container deleted" ||
+                echo "RUN: Container deleted." ||
                 echo "RUN: Container already deleted."
 
-              # Start the open-webui program.
+              # Check for any new updates in the background.
+              (
+                while true; do
+                  sleep 600
+                  echo "RUN: Checking for updates..."
+                  docker pull $image
+                done
+              ) &
+              LOOP_PID=$!
 
+              # Ensure cleanup on any exit (normal or signal from runit).
+              trap 'kill "$LOOP_PID" 2>/dev/null; wait "$LOOP_PID" 2>/dev/null' EXIT
+
+              # Start the open-webui program.
               set -e
-              exec docker run \
-                --pull=always \
+              docker run \
                 --name open-webui \
-                --network=host -e PORT={{ open_webui_port }} \
-                --add-host=host.docker.internal:host-gateway \
+                --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 \
                 -v open-webui:/app/backend/data \
-                ghcr.io/open-webui/open-webui:latest
-
-                # Unsure why this was not working on Artix with runit.
-                # exec curl 0.0.0.0:8080/health gave a successful response.
-                # The environment was not accessible on the host though.
-                #-p {{ open_webui_port }}:8080 \
-
-                # The host.docker.internal params still seem required, even with
-                # giving access to the host system and trying this:
-                #-e OLLAMA_BASE_URL=http://localhost:11434 \
-                # Although I did not try it with 0.0.0.0, maybe that'd work.
-
-                # Had to change this to 0.0.0.0, below was still acting weird.
-                #-e OLLAMA_BASE_URL=http://host.docker.internal:11434 \
+                $image
             mode: "0755"
 
         - name: Workstation | Linux | Software | LLMs | runit | open-webui | Script | Finish
@@ -611,6 +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"
@@ -622,15 +517,96 @@
           ansible.builtin.file:
             name: "/var/log/open-terminal"
             state: directory
-            owner: "{{ user }}"
+            owner: root
             mode: "0755"
 
-        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Dir | AI-Sandbox
+        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Dir | /usr/local/etc
           ansible.builtin.file:
-            dest: "{{ user_user.home }}/AI-Sandbox"
+            name: "/usr/local/etc/open-terminal"
             state: directory
-            owner: "{{ user }}"
-            group: "{{ user }}"
+            owner: root
+            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: |
+              services:
+                open-terminal:
+                  container_name: open-terminal
+                  build:
+                    context: ./
+                  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
+                    - OPEN_TERMINAL_API_KEY={{ open_terminal_key }}
+                    - OPEN_TERMINAL_PACKAGES=
+                    - GOT_EM=true
+                  volumes:
+                    - {{ user_user.home }}/AI-Sandbox:/home/user
+                    - {{ user_user.home }}/Code:{{ user_user.home }}/Code
+                    - {{ user_user.home }}/SDKs:{{ user_user.home }}/SDKs
+                    - {{ jdk_jvm }}:{{ jdk_jvm }}:ro
+                    - {{ jdk_etc }}:{{ jdk_etc }}:ro
+                    - /etc/ssl/certs/java:/etc/ssl/certs/java:ro
+                    - /etc/ca-certificates:/etc/ca-certificates:ro
+                    - {{ jdk_etc17 }}:{{ jdk_etc17 }}:ro
+                    - {{ jdk_etc21 }}:{{ jdk_etc21 }}:ro
+                    - {{ jdk_etc25 }}:{{ jdk_etc25 }}:ro
+                    - {{ user_user.home }}/.gradle:{{ user_user.home }}/.gradle
+                    - {{ user_user.home }}/.pub-cache:{{ user_user.home }}/.pub-cache
+            owner: root
+            mode: "0755"
+
+        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Script | Dockerfile
+          ansible.builtin.copy:
+            dest: /usr/local/etc/open-terminal/Dockerfile
+            content: |
+              FROM ghcr.io/open-webui/open-terminal:latest
+
+              USER root
+
+              RUN echo "System"
+              RUN apt-get update && apt-get install -y \
+                ca-certificates git curl bash sudo wget ansible ansible-lint
+
+              RUN echo "Android"
+              RUN apt-get update && apt-get install -y \
+                libc6:amd64 libncurses-dev \
+                libstdc++6 lib32z1 libbz2-1.0 android-udev-rules
+                # Debian removed JDK 17, continue serving from the host.
+                # default-jdk openjdk-17-jdk
+
+              RUN echo "Flutter"
+              RUN apt-get update && apt-get install -y \
+                curl git unzip xz-utils zip libglu1-mesa libglu1-mesa
+
+              RUN echo "Flutter (Linux)"
+              RUN apt-get update && apt-get install -y \
+                clang cmake git ninja-build pkg-config libgtk-3-dev \
+                liblzma-dev libstdc++-12-dev
+
+              RUN echo "Flutter (Android)"
+              RUN apt-get update && apt-get install -y \
+                libc6:amd64 libstdc++6 lib32z1 libbz2-1.0
+
+              RUN echo "Ansible"
+              RUN apt-get update && apt-get install -y \
+                ansible ansible-lint
+
+              USER user
+            owner: root
+            mode: "0755"
+
+        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Script | env
+          ansible.builtin.copy:
+            dest: /usr/local/etc/open-terminal/.env
+            content: |
+              COMPOSE_BAKE=true
+            owner: root
             mode: "0755"
 
         - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Script | Run
@@ -641,36 +617,37 @@
               exec 2>&1
 
               # Wait for Docker to start up.
-
               while [ ! -S /var/run/docker.sock ]; do sleep 1; done
 
-              # Ensure the old container is gone.
-
+              # Ensure the old container is stopped.
               echo "RUN: Stopping..."
-              docker stop open-terminal &&
-                echo "RUN: Container stopped" ||
+              docker compose \
+                -f /usr/local/etc/open-terminal/compose.yml down &&
+                echo "RUN: Container stopped." ||
                 echo "RUN: Container already stopped."
 
-              echo "RUN: Deleting..."
-              docker rm -f open-terminal &&
-                echo "RUN: Container deleted" ||
-                echo "RUN: Container already deleted."
+              # Check for any new updates in the background.
+              (
+                while true; do
+                  sleep 600
+                  echo "RUN: Checking for updates..."
+                  docker compose \
+                    -f /usr/local/etc/open-terminal/compose.yml \
+                    build --pull
+                done
+              ) &
+              LOOP_PID=$!
+
+              # Ensure cleanup on any exit (normal or signal from runit).
+              trap 'kill "$LOOP_PID" 2>/dev/null; wait "$LOOP_PID" 2>/dev/null' EXIT
+
+              export GOT_EM=true
 
               # Start the open-terminal program.
               # https://github.com/open-webui/open-terminal#configuration
-
               set -e
-              exec docker run \
-                --pull=always \
-                --name open-terminal \
-                -v {{ user_user.home }}/AI-Sandbox:{{ user_user.home }} \
-                -v {{ user_user.home }}/Code:{{ user_user.home }}/Code \
-                -e OPEN_TERMINAL_FILE_BROWSER_ROOT={{ user_user.home }} \
-                -e OPEN_TERMINAL_API_KEY={{ open_terminal_key }} \
-                ghcr.io/open-webui/open-terminal:latest \
-                --network=host run --port {{ open_terminal_port }}
-
-              # -p {{ open_terminal_port }}:8000
+              docker compose -f /usr/local/etc/open-terminal/compose.yml up
+            owner: root
             mode: "0755"
 
         - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Script | Finish
@@ -680,15 +657,10 @@
               {{ runit_finish_sleep }}
 
               echo "FINISH: Stopping..."
-              docker stop open-terminal &&
+              docker compose -f /usr/local/etc/open-terminal/compose.yml down &&
                 echo "FINISH: Container stopped" ||
                 echo "FINISH: Container already stopped."
 
-              echo "FINISH: Deleting..."
-              docker rm -f open-terminal &&
-                echo "FINISH: Container deleted" ||
-                echo "FINISH: Container already deleted."
-
               echo "FINISH: Done!"
             mode: "0755"
 
@@ -827,7 +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                       }
@@ -870,17 +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 $model
               status=$?
@@ -893,17 +871,21 @@
           alias pull-models="ollama_pull "
           alias pull-ai="ollama_pull "
 
-          function ollama_stop() {
-            for model in `ollama ps | tail -n +2 | awk '{print $1}'`; do
-              echo "Stopping ${model}..."
-              ollama stop $model
+          function ollama_clean() {
+            echo "Cleaning Models"
+
+            for model in `llm_removals`; do
+              echo -e "\n Removing '$model'"
+              ollama rm $model
             done
+
+            echo "Done!"
           }
-          alias ollama-stop="ollama_stop"
-          alias ollama-kill="ollama_stop"
-          alias ollama-killall="ollama_stop"
-          alias ollama-kill-all="ollama_stop"
-          alias ollama-stop-all="ollama_stop"
+          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' }}
@@ -915,21 +897,6 @@
             ollama run {{ 'qwen3.8:27b' if ansible_memtotal_mb > 32000 else 'qwen2.5-coder:7b' }}
           }
           alias ollama-code="ollama_code "
-          alias code="ollama_code "
-
-          function ollama_models() {
-          for model in `ollama ls | grep -v NAME | awk '{print $1;}'`; do
-            echo $model
-            ollama show $model | grep -E "architecture|context length|quantization"
-          done
-          }
-          alias ollama-models="ollama_models "
-          alias ollama-show-models="ollama_models "
-          alias ollama-show="ollama_models "
-          alias ollama-dense="ollama_models "
-          alias ollama-moe="ollama_models "
-          alias show-models="ollama_models "
-          alias list-models="ollama_models "
 
           function ollama_purge() {
             echo "TBD: Purge all models not in llm_installs."
@@ -953,68 +920,7 @@
           alias restart-llm="restart_ai "
           alias restart-llms="restart_ai "
           alias restart-models="restart_ai "
-
-          function ollama_sizes() {
-            # VAR1 - Format. Choices are Markdown or Spaces.
-            typeset -l fmt="$1"
-            if [[ -z "$fmt" ]]; then
-              fmt=s
-            fi
-            if [[ "$fmt" != "s"* && "$fmt" != "m"* ]]; then
-              echo "ERROR: Format incorrect, choose Markdown or Spaces."
-              return 1
-            fi
-            sep=""
-            if [[ $fmt == "m"* ]]; then
-              sep="|"
-            fi
-
-            # VAR2 - Context
-            typeset -i num_ctx="$2"
-            context=""
-            if [[ -n $num_ctx ]]; then
-              context=',"options":{"num_ctx":'$num_ctx'}'
-            fi
-
-            # Column Formatting
-            col1=25
-            col2=12
-            col3=8
-            col4=12
-            spacing="$sep %-${col1}s $sep %${col2}s $sep %${col3}s $sep %${col4}s $sep"
-
-            #echo " Stopping all ollama usage..."
-            sudo sv restart ollama >/dev/null 2>&1
-
-            #echo -e "\n Checking model disk and RAM sizes...\n"
-
-            printf "$spacing\n" "Model Name" "HDD (ls)" "Context" "RAM (ps)"
-            if [[ $fmt == "m"* ]]; then
-              printf "$spacing\n" ":------------------------" "-----------:" "-------:" "-----------:"
-            fi
-
-            for model in `ollama ls | grep -v NAME | awk '{print $1}'`; do
-              #ollama run $model "" --format json >/dev/null 2>&1
-              curl -s http://localhost:11434/api/generate \
-                -d '{"model":"'$model'","prompt":"","stream":false,"keep_alive":1'$context'}' \
-                >/dev/null 2>&1
-
-              hdd="`ollama ls | grep $model | awk '{print $3 $4}'`"
-              ram="`ollama ps | grep $model | awk '{print $3 $4}'`"
-              ctx="`ollama ps | grep $model | awk '{print $7}'`"
-
-              printf "$spacing\n" "$model" "$hdd" "$ctx" "$ram"
-
-              ollama stop $model >/dev/null 2>&1
-              while ollama ps | grep $model; do
-                sleep 1
-              done
-            done
-
-            #echo "Done!!"
-          }
-          alias ollama-sizes="ollama_sizes "
-          alias model-sizes="ollama_sizes "
+          alias reload-ai="restart_ai "
         state: present
         create: false
         backup: true

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

@@ -0,0 +1,498 @@
+---
+# 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.
+      `kotlin` is available at the root of each KMP project. Examples:
+
+      ```
+      cd {{ user_user.home }}/Code/example-kmp-project/
+
+      # 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/android.yml

@@ -205,6 +205,15 @@
 - name: Workstation | Linux | Software | Android | SDK
   block:
 
+    - name: Workstation | Linux | Software | Android | Gradle Permissions
+      ansible.builtin.file:
+        path: "{{ user_user.home }}/.gradle"
+        state: directory
+        owner: "{{ user }}"
+        group: "{{ user }}"
+        mode: "0755"
+      when: user_user.home != ""
+
     - name: Workstation | Linux | Software | Android | Download Commandline Tools
       ansible.builtin.get_url:
         url: "{{ android_url }}"
@@ -243,7 +252,9 @@
 
 # This can only be run once, otherwise cmdline-tools creates latest-* folders.
 - name: Workstation | Linux | Software | Android | Install | Consistent Modules
-  ansible.builtin.shell: "yes | {{ android_sdkmanager_temp }} --install '{{ item }}' --sdk_root={{ android_sdk_location }}"
+  ansible.builtin.shell: |
+    set -o pipefail
+    yes | {{ android_sdkmanager_temp }} --install '{{ item }}' --sdk_root={{ android_sdk_location }}
   loop:
     # Current
     - cmdline-tools/latest
@@ -363,27 +374,35 @@
 ## Flutter and Licenses ##
 
 - name: Workstation | Linux | Software | Android | Inform Flutter
-  ansible.builtin.shell: "{{ flutter }} config --android-sdk={{ android_sdk_location }}"
+  ansible.builtin.shell: "{{ flutter_exe }} config --android-sdk={{ android_sdk_location }}"
   become: true
   become_user: "{{ user }}"
   register: shell_check
   changed_when: shell_check.rc == 0
   when: coding
 
+# "Warning: The --licenses option is no longer needed."
 - name: Workstation | Linux | Software | Android | License Agreements [1/2]
-  ansible.builtin.shell: "yes | {{ android_sdkmanager_final }} --licenses --sdk_root={{ android_sdk_location }}"
+  ansible.builtin.shell: |
+    set -o pipefail
+    yes | {{ android_sdkmanager_final }} --licenses --sdk_root={{ android_sdk_location }}
   become: true
   become_user: "{{ user }}"
   register: shell_check
   changed_when: shell_check.rc == 0
+  failed_when: false
   when: coding
 
+# "Warning: The --licenses option is no longer needed."
 - name: Workstation | Linux | Software | Android | License Agreements [2/2]
-  ansible.builtin.shell: "yes | {{ flutter }} doctor --android-licenses"
+  ansible.builtin.shell: |
+    set -o pipefail
+    yes | {{ flutter_exe }} doctor --android-licenses
   become: true
   become_user: "{{ user }}"
   register: shell_check
   changed_when: shell_check.rc == 0
+  failed_when: false
   when: coding
 
 - name: Workstation | Linux | Software | Android | Refresh Flutter Doctor Report
@@ -397,47 +416,13 @@
 
 ## Configure Environment ##
 
-- name: Workstation | Linux | Software | Android | Modify PATH (.bashrc)
-  ansible.builtin.blockinfile:
-    path: "{{ item }}/.bashrc"
-    block: |
-      export PATH="$PATH:{{ android_bin_location }}:{{ android_sdk_cmdline_final }}"
-    marker: '# {mark} MANAGED BY ANSIBLE | Android'
-    state: absent
-    create: true
-    backup: true
-    mode: "0755"
-  loop:
-    - "{{ user_root.home }}"
-    - "{{ user_user.home }}"
-  when: coding
-    and user_root.home != ""
-    and user_user.home != ""
-
-- name: Workstation | Linux | Software | Android | Modify PATH (.zshrc)
-  ansible.builtin.blockinfile:
-    path: "{{ item }}/.zshrc"
-    block: |
-      export PATH="$PATH:{{ android_bin_location }}:{{ android_sdk_cmdline_final }}"
-    marker: '# {mark} MANAGED BY ANSIBLE | Android'
-    state: absent
-    create: true
-    backup: true
-    mode: "0755"
-  loop:
-    - "{{ user_root.home }}"
-    - "{{ user_user.home }}"
-  when: coding
-    and user_root.home != ""
-    and user_user.home != ""
-
-- name: Workstation | Linux | Software | Flutter | Modify PATH (profiles)
+- name: Workstation | Linux | Software | Android | Modify PATH (profiles)
   ansible.builtin.blockinfile:
     path: "{{ user_user.home }}/{{ item }}"
     block: |
-      export ANDROID_HOME="{{ android_sdk_location }}"
+      export ANDROID_HOME="{{ android_sdk_location | replace('~', '$HOME') }}"
       export ANDROID_SDK_ROOT="$ANDROID_HOME"
-      export PATH="$PATH:{{ android_bin_location }}:{{ android_sdk_cmdline_final }}"
+      export PATH="{{ android_bin_location }}:{{ android_sdk_cmdline_final }}:$PATH"
     marker: '# {mark} MANAGED BY ANSIBLE | Android'
     state: present
     create: true
@@ -446,6 +431,7 @@
   loop:
     - ".bash_profile"
     - ".zprofile"
+    - ".profile"
   when: coding
     and user_user.home != ""
 

tasks/workstation/linux/software/docker.yml

@@ -0,0 +1,116 @@
+# 2026-10-27 Hyperling
+# Pulled out of llm.yml since the number of tasks is growing.
+
+- name: Workstation | Linux | Software | Docker | Install
+  ansible.builtin.package:
+    name:
+      - docker
+      - docker-compose
+      - docker-buildx
+    state: present
+
+- name: Workstation | Linux | Software | Docker | Install [runit]
+  ansible.builtin.package:
+    name:
+      - docker-runit
+    state: present
+  when: ansible_pkg_mgr == "pacman"
+    and ansible_service_mgr == "runit"
+
+- name: Workstation | Linux | Software | Docker | Group
+  ansible.builtin.user:
+    name: "{{ item  }}"
+    groups: docker
+    append: true
+  loop:
+    - root
+    - "{{ user }}"
+
+- name: Workstation | Linux | Software | Docker | Config | Dir
+  ansible.builtin.file:
+    name: /etc/docker
+    state: directory
+    owner: root
+    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'                   , 'status': true }
+
+- 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/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"

tasks/workstation/linux/software/flutter.yml

@@ -12,19 +12,20 @@
 
 - name: Workstation | Linux | Software | Flutter | Facts 2
   ansible.builtin.set_fact:
-    flutter_bin_location: "{{ flutter_sdk_location }}/flutter/bin"
+    flutter_home: "{{ flutter_sdk_location }}/flutter"
+    flutter_bin:  "{{ flutter_sdk_location }}/flutter/bin"
 
 - name: Workstation | Linux | Software | Flutter | Facts 3
   ansible.builtin.set_fact:
-    flutter: "{{ flutter_bin_location }}/flutter"
+    flutter_exe: "{{ flutter_bin }}/flutter"
 
 - name: Workstation | Linux | Software | Flutter | Facts 4
   ansible.builtin.set_fact:
     flutter_report_commands:
       - "date > {{ flutter_report }}"
-      - "{{ flutter }} --disable-analytics >> {{ flutter_report }}"
+      - "{{ flutter_exe }} --disable-analytics >> {{ flutter_report }}"
       - "date >> {{ flutter_report }}"
-      - "{{ flutter }} doctor -v >> {{ flutter_report }}"
+      - "{{ flutter_exe }} doctor -v >> {{ flutter_report }}"
       - "date >> {{ flutter_report }}"
 
 ## Checks ##
@@ -45,9 +46,12 @@
     get_mime: false
   register: flutter_download_stat
 
-## Packages ##
+- name: Workstation | Linux | Software | Flutter | Install Block
+  block:
 
-- name: Workstation | Linux | Software | Flutter | Necessities
+    ## Packages ##
+
+    - name: Workstation | Linux | Software | Flutter | Necessities
       ansible.builtin.package:
         name:
           - curl
@@ -58,10 +62,9 @@
           - "{{ mesa }}"
           - "{{ mesa_utils }}"
         state: present
-  when: coding
 
-# https://docs.flutter.dev/get-started/install/linux/desktop
-- name: Workstation | Linux | Software | Flutter | Linux App Dependencies
+    # https://docs.flutter.dev/get-started/install/linux/desktop
+    - name: Workstation | Linux | Software | Flutter | Linux App Dependencies
       ansible.builtin.package:
         name:
           - clang
@@ -73,10 +76,9 @@
           - "{{ xz_libs }}"
           - "{{ cpp }}"
         state: present
-  when: coding
 
-# https://docs.flutter.dev/get-started/install/linux/android
-- name: Workstation | Linux | Software | Flutter | Android App Dependencies
+    # https://docs.flutter.dev/get-started/install/linux/android
+    - name: Workstation | Linux | Software | Flutter | Android App Dependencies
       ansible.builtin.package:
         name:
           - "{{ c_libs }}"
@@ -84,13 +86,21 @@
           - "{{ z_libs }}"
           - "{{ bzip }}"
         state: present
-  when: coding
 
-## Install SDK ##
+    ## Install SDK ##
 
-- name: Workstation | Linux | Software | Flutter | SDK
+    - name: Workstation | Linux | Software | Flutter | SDK
       block:
 
+        - name: Workstation | Linux | Software | Flutter | Pub Cache Permissions
+          ansible.builtin.file:
+            path: "{{ user_user.home }}/.pub-cache"
+            state: directory
+            owner: "{{ user }}"
+            group: "{{ user }}"
+            mode: "0755"
+          when: user_user.home != ""
+
         - name: Workstation | Linux | Software | Flutter | Download SDK
           ansible.builtin.get_url:
             url: "{{ flutter_url }}"
@@ -117,56 +127,21 @@
 
       become: true
       become_user: "{{ user }}"
-  when: coding
-    and not flutter_sdk_stat.stat.exists
+      when: not flutter_sdk_stat.stat.exists
 
-- name: Workstation | Linux | Software | Flutter | Delete Archive
+    - name: Workstation | Linux | Software | Flutter | Delete Archive
       ansible.builtin.file:
         path: "{{ flutter_download_file }}"
         state: absent
-  when: coding
 
-## Configure Environment ##
+    ## Configure Environment ##
 
-- name: Workstation | Linux | Software | Flutter | Modify PATH (.bashrc)
-  ansible.builtin.blockinfile:
-    path: "{{ item }}/.bashrc"
-    block: |
-      export PATH="$PATH:{{ flutter_bin_location }}"
-    marker: '# {mark} MANAGED BY ANSIBLE | Flutter'
-    state: absent
-    create: true
-    backup: true
-    mode: "0755"
-  loop:
-    - "{{ user_root.home }}"
-    - "{{ user_user.home }}"
-  when: coding
-    and user_root.home != ""
-    and user_user.home != ""
-
-- name: Workstation | Linux | Software | Flutter | Modify PATH (.zshrc)
-  ansible.builtin.blockinfile:
-    path: "{{ item }}/.zshrc"
-    block: |
-      export PATH="$PATH:{{ flutter_bin_location }}"
-    marker: '# {mark} MANAGED BY ANSIBLE | Flutter'
-    state: absent
-    create: true
-    backup: true
-    mode: "0755"
-  loop:
-    - "{{ user_root.home }}"
-    - "{{ user_user.home }}"
-  when: coding
-    and user_root.home != ""
-    and user_user.home != ""
-
-- name: Workstation | Linux | Software | Flutter | Modify PATH (profiles)
+    - name: Workstation | Linux | Software | Flutter | Modify PATH (profiles)
       ansible.builtin.blockinfile:
         path: "{{ user_user.home }}/{{ item }}"
         block: |
-      export PATH="$PATH:{{ flutter_bin_location }}"
+          export FLUTTER_HOME="{{ flutter_home }}"
+          export PATH="{{ flutter_bin }}:$PATH"
         marker: '# {mark} MANAGED BY ANSIBLE | Flutter'
         state: present
         create: true
@@ -175,18 +150,19 @@
       loop:
         - ".bash_profile"
         - ".zprofile"
-  when: coding
-    and user_user.home != ""
+        - ".profile"
+      when: user_user.home != ""
 
-## Test SDK ##
+    ## Test SDK ##
 
-- name: Workstation | Linux | Software | Flutter | Doctor Report
+    - name: Workstation | Linux | Software | Flutter | Doctor Report
       ansible.builtin.shell: "{{ item }}"
       loop: "{{ flutter_report_commands }}"
       become: true
       become_user: "{{ user }}"
       register: shell_check
       changed_when: shell_check.rc == 0
+
   when: coding
 
 ## Uninstall SDK ##

tasks/workstation/linux/software/hugo.yml

@@ -22,35 +22,56 @@
         - name: Workstation | Linux | Software | Hugo | pacman | Install New
           ansible.builtin.package:
             name:
+              - hugo
               - "{{ sass_current }}"
             state: present
 
       when: ansible_pkg_mgr == "pacman"
 
     # This must exist after nodejs.yml so that NPM is installed.
-  - name: Workstation | Linux | Software | Hugo | npm
+    - name: Workstation | Linux | Software | Hugo | apt
       block:
 
-    - name: Workstation | Linux | Software | Hugo | npm | Facts
+        - name: Workstation | Linux | Software | Hugo | apt | sass | Facts
           ansible.builtin.set_fact:
             sass_old: node-sass
             sass_current: sass
 
-    - name: Workstation | Linux | Software | Hugo | npm | Gather
+        - name: Workstation | Linux | Software | Hugo | apt | sass | Gather
           ansible.builtin.shell: npm prefix -g
           register: npm_bin_dir # Provides /usr/local/ on Devuan, /usr/ on Artix.
           changed_when: false
 
-    - name: Workstation | Linux | Software | Hugo | npm | Remove Old
+        - name: Workstation | Linux | Software | Hugo | apt | sass | Remove Old
           ansible.builtin.shell: "npm remove -g {{ sass_old }}"
           args:
             creates: "{{ npm_bin_dir.stdout }}/bin/sass"
 
-    - name: Workstation | Linux | Software | Hugo | npm | Install New
+        - name: Workstation | Linux | Software | Hugo | apt | sass | Install New
           ansible.builtin.shell: "npm install -g {{ sass_current }}"
           args:
             creates: "{{ npm_bin_dir.stdout }}/bin/sass"
 
+        - name: Workstation | Linux | Software | Hugo | apt | hugo | Remove Old
+          ansible.builtin.package:
+            name:
+              - hugo
+            state: absent
+
+        - name: Workstation | Linux | Software | Hugo | apt | hugo | Install Dependencies
+          ansible.builtin.package:
+            name:
+              - golang
+              - gcc
+            state: present
+
+        - name: Workstation | Linux | Software | Hugo | apt | hugo | Build
+          ansible.builtin.shell: |
+            CGO_ENABLED=1 go install -tags extended github.com/gohugoio/hugo@latest
+            ln -s $HOME/go/bin/hugo /usr/local/bin/hugo
+          register: shell_check
+          changed_when: shell_check.rc == 0
+
       when: ansible_pkg_mgr == "apt"
 
   when: coding is true

tasks/workstation/linux/software/java.yml

@@ -2,34 +2,77 @@
 # 20260912 - Hyperling
 # Arch has too new of Java for Android / Gradle to even run AGP Assistant on.
 
+- name: Workstation | Linux | Software | Java | Facts 1
+  ansible.builtin.set_fact:
+    jdk_version: 17
+    jdk_jvm: /usr/lib/jvm
+    jdk_src: /usr/lib/jvm/default-java
+    jdk_dir: "{{ user_user.home}}/SDKs/Java"
+
+- name: Workstation | Linux | Software | Java | Facts 2
+  ansible.builtin.set_fact:
+    jdk_path: "{{ jdk_dir }}/bin"
+
+- name: Workstation | Linux | Software | Java | apt
+  ansible.builtin.package:
+    name:
+      - "default-jdk"
+    state: present
+  when: ansible_pkg_mgr == "apt"
+
 - name: Workstation | Linux | Software | Java | pacman
   block:
 
     - name: Workstation | Linux | Software | Java | pacman | Facts
       ansible.builtin.set_fact:
-      jdk_version: 21
-      jdk_dir: ~/SDKs/Java
+        jdk_src: /usr/lib/jvm/default
 
-  - name: Workstation | Linux | Software | Java | pacman | Install
+    - name: Workstation | Linux | Software | Java | pacman | Install [base]
+      ansible.builtin.package:
+        name:
+          - "jdk{{ jdk_version }}-openjdk"
+        state: present
+
+    - name: Workstation | Linux | Software | Java | pacman | Install [all]
       ansible.builtin.package:
         name:
           - "jdk{{ item }}-openjdk"
         state: present
       loop:
-      - "{{ jdk_version }}"
         - 25
         - 21
         - 17
+      when: coding
 
     - name: Workstation | Linux | Software | Java | pacman | Set
       ansible.builtin.shell: "archlinux-java set java-{{ jdk_version }}-openjdk"
+      register: shell_check
+      changed_when: shell_check.rc == 0
 
-  - name: Workstation | Linux | Software | Java | pacman | Link
-    ansible.builtin.shell: "ln -sf /usr/lib/jvm {{ jdk_dir }}"
-    args:
-      creates: "{{ jdk_dir }}"
+  when: ansible_pkg_mgr == "pacman"
+
+- name: Workstation | Linux | Software | Java | pacman | Link
+  ansible.builtin.file:
+    src: "{{ jdk_src }}"
+    dest: "{{ jdk_dir }}"
+    state: link
   become: true
   become_user: "{{ user }}"
 
-  when: coding is true
-    and ansible_pkg_mgr == "pacman"
+- name: Workstation | Linux | Software | Java | Modify PATH (profiles)
+  ansible.builtin.blockinfile:
+    path: "{{ user_user.home }}/{{ item }}"
+    block: |
+      export JAVA_HOME="{{ jdk_dir }}"
+      export JAVA_PATH="{{ jdk_path }}"
+      export PATH="$JAVA_PATH:$PATH
+    marker: '# {mark} MANAGED BY ANSIBLE | Java'
+    state: present
+    create: true
+    backup: true
+    mode: "0755"
+  loop:
+    - ".bash_profile"
+    - ".zprofile"
+    - ".profile"
+  when: user_user.home != ""

tasks/workstation/linux/software/packages.yml

@@ -54,6 +54,8 @@
       - "{{ strawberry }}"
       - "{{ dict_en }}"
       - "{{ dict_es }}"
+      - "{{ xset }}"
+      - "{{ xlock }}"
     state: present
 
 - name: Workstation | Linux | Software | Packages | Install From Repo [Coding]

tasks/workstation/linux/software/vpn.yml

@@ -13,12 +13,16 @@
         - echo "deb [signed-by=/usr/share/keyrings/mullvad-keyring.asc arch=$( dpkg --print-architecture )] https://repository.mullvad.net/deb/stable $(lsb_release -cs) main" | sudo tee /etc/apt/sources.list.d/mullvad.list
         - apt update
       when: ansible_pkg_mgr == "apt"
+      register: shell_check
+      changed_when: shell_check.rc == 0
 
     - name: Workstation | Software | VPN | Mullvad | Add Repo [dnf]
       ansible.builtin.shell: "{{ item }}"
       loop:
         - sudo dnf config-manager --add-repo https://repository.mullvad.net/rpm/stable/mullvad.repo
       when: ansible_pkg_mgr == "dnf"
+      register: shell_check
+      changed_when: shell_check.rc == 0
 
     - name: Workstation | Software | VPN | Install
       ansible.builtin.package:
@@ -67,6 +71,8 @@
         - "cd {{ mullvad_repack_dir }} && ./repack.sh ../Mullvad.deb"
         - "apt-get install -y --reinstall {{ devuan_mullvad_dir }}/Mullvad_repack.deb"
       when: not mullvad_installed.stat.exists
+      register: shell_check
+      changed_when: shell_check.rc == 0
 
   when: ansible_pkg_mgr == "apt"
     and ansible_service_mgr != "systemd"
@@ -95,6 +101,8 @@
     - echo "cd {{ mullvad_exe_dir }}" >> {{ mullvad_exe_new }}
     - echo "./{{ mullvad_exe }}" >> {{ mullvad_exe_new }}
     - chmod +x {{ mullvad_exe_new }}
+  register: shell_check
+  changed_when: shell_check.rc == 0
 
 - name: Workstation | Software | VPN | Mullvad | runit | Enable Service (mullvad-daemon)
   ansible.builtin.file:
@@ -113,7 +121,7 @@
 - name: Workstation | Software | VPN | Mullvad | PATH | Enable Lockdown
   ansible.builtin.shell: "{{ item }}"
   loop:
-    - mullvad lan set block
+    - mullvad lan set allow # This allows Docker to forward ports to localhost!
     - mullvad tunnel set ipv6 on
     - mullvad dns set default --block-ads --block-trackers --block-malware --block-gambling --block-adult-content --block-social-media
     - mullvad auto-connect set on
@@ -121,3 +129,5 @@
     - mullvad beta-program set off
   become: true
   become_user: "{{ user }}"
+  register: shell_check
+  changed_when: shell_check.rc == 0

test.yml

@@ -18,11 +18,11 @@
     #######################
     #######################
 
-    - name: TEST | Main
+    - name: TEST | LLMs
       block:
 
-        - name: LLMs
-          ansible.builtin.include_tasks: tasks/workstation/linux/software/llm.yml
+        - name: LLM
+          ansible.builtin.include_tasks: tasks/workstation/linux/software/ai/llm.yml
 
     #######################
     #######################