llm, change fastfetch output to be a fresh boot.

Forgot to pull before working on a different laptop again.

facts/general/package.yml

@@ -22,6 +22,7 @@
     alsa: alsa-utils
     stress: stress
     jq: jq
+    btop: btop
 
 - name: General | Facts | Package | Parrot OS Fixes
   ansible.builtin.set_fact:
@@ -102,10 +103,14 @@
     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:
@@ -269,8 +274,11 @@
 
 # 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 +301,11 @@
 
 # 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..."

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

@@ -300,21 +300,22 @@ 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 ##
@@ -395,11 +396,12 @@ 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"

files/settings/open_webui_roleplays.json

@@ -0,0 +1,667 @@
+[
+	{
+		"version_id": "b292c75d-b2d8-45d9-9f89-f57f2acd250b",
+		"id": "coder-junior",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "qwen3.6:27b",
+		"name": "Code-Jr [256k,20GB]",
+		"params": {
+			"custom_params": {},
+			"num_ctx": 256000,
+			"num_thread": 7,
+			"system": "Please use the attached Knowledge Base files as your personality."
+		},
+		"meta": {
+			"profile_image_url": "/static/favicon.png",
+			"background_image_url": null,
+			"description": null,
+			"i18n": null,
+			"capabilities": {
+				"file_context": true,
+				"vision": true,
+				"file_upload": true,
+				"web_search": true,
+				"image_generation": true,
+				"code_interpreter": true,
+				"terminal": true,
+				"citations": true,
+				"status_updates": true,
+				"usage": true,
+				"memory": true,
+				"builtin_tools": true
+			},
+			"knowledge": [
+				{
+					"id": "120fa5c0-7f02-4cf3-a136-07b92b042d48",
+					"name": "Base.md",
+					"type": "file"
+				},
+				{
+					"id": "fbcfabac-d48f-49e2-a7a7-73375448dd89",
+					"name": "Coder.md",
+					"type": "file"
+				},
+				{
+					"id": "e9b7026b-3e79-4625-a3f7-5c5da91f7b7f",
+					"name": "Junior.md",
+					"type": "file"
+				}
+			],
+			"voice": null,
+			"voice_avatar": null,
+			"suggestion_prompts": null,
+			"tags": [
+				{
+					"name": "code"
+				}
+			],
+			"terminalId": "0f44afba-4f8e-4699-abfd-7c49b61457fe",
+			"defaultFeatureIds": [
+				"web_search",
+				"image_generation",
+				"code_interpreter"
+			]
+		},
+		"access_grants": [],
+		"is_active": true,
+		"updated_at": 1792596704,
+		"created_at": 1792539937,
+		"background_image_data": null
+	},
+	{
+		"version_id": "ac4dd0f5-9cf0-450f-b188-c275e2a5e74b",
+		"id": "coder-senior",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "qwen3.8:27b",
+		"name": "Code-Sr [256k,20GB]",
+		"params": {
+			"custom_params": {},
+			"num_ctx": 256000,
+			"num_thread": 7,
+			"system": "Please use the attached Knowledge Base files as your personality."
+		},
+		"meta": {
+			"profile_image_url": "/static/favicon.png",
+			"background_image_url": null,
+			"description": null,
+			"i18n": null,
+			"capabilities": {
+				"file_context": true,
+				"vision": true,
+				"file_upload": true,
+				"web_search": true,
+				"image_generation": true,
+				"code_interpreter": true,
+				"terminal": true,
+				"citations": true,
+				"status_updates": true,
+				"usage": true,
+				"memory": true,
+				"builtin_tools": true
+			},
+			"knowledge": [
+				{
+					"id": "120fa5c0-7f02-4cf3-a136-07b92b042d48",
+					"name": "Base.md",
+					"type": "file"
+				},
+				{
+					"id": "fbcfabac-d48f-49e2-a7a7-73375448dd89",
+					"name": "Coder.md",
+					"type": "file"
+				},
+				{
+					"id": "a76bb4b2-7f43-4499-8fc7-3fa94deb9c92",
+					"name": "Senior.md",
+					"type": "file"
+				}
+			],
+			"voice": null,
+			"voice_avatar": null,
+			"suggestion_prompts": null,
+			"tags": [
+				{
+					"name": "code"
+				}
+			],
+			"terminalId": "0f44afba-4f8e-4699-abfd-7c49b61457fe",
+			"defaultFeatureIds": [
+				"web_search",
+				"image_generation",
+				"code_interpreter"
+			]
+		},
+		"access_grants": [],
+		"is_active": true,
+		"updated_at": 1792596711,
+		"created_at": 1792539958,
+		"background_image_data": null
+	},
+	{
+		"version_id": "97101e67-3332-457e-95a9-73c89ee9d87a",
+		"id": "coder-entry",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "codestral:22b",
+		"name": "Code-Entry [256k,20GB]",
+		"params": {
+			"custom_params": {},
+			"num_ctx": 256000,
+			"num_thread": 7,
+			"system": "Please use the attached Knowledge Base files as your personality."
+		},
+		"meta": {
+			"profile_image_url": "/static/favicon.png",
+			"background_image_url": null,
+			"description": null,
+			"i18n": null,
+			"capabilities": {
+				"file_context": true,
+				"vision": true,
+				"file_upload": true,
+				"web_search": true,
+				"image_generation": true,
+				"code_interpreter": true,
+				"terminal": true,
+				"citations": true,
+				"status_updates": true,
+				"usage": true,
+				"memory": true,
+				"builtin_tools": true
+			},
+			"knowledge": [
+				{
+					"id": "120fa5c0-7f02-4cf3-a136-07b92b042d48",
+					"name": "Base.md",
+					"type": "file"
+				},
+				{
+					"id": "fbcfabac-d48f-49e2-a7a7-73375448dd89",
+					"name": "Coder.md",
+					"type": "file"
+				},
+				{
+					"id": "975690ae-5ddb-4e56-aef1-21f5f73ed74f",
+					"name": "Quick.md",
+					"type": "file"
+				}
+			],
+			"voice": null,
+			"voice_avatar": null,
+			"suggestion_prompts": null,
+			"tags": [
+				{
+					"name": "code"
+				}
+			],
+			"terminalId": "0f44afba-4f8e-4699-abfd-7c49b61457fe",
+			"defaultFeatureIds": [
+				"web_search",
+				"image_generation",
+				"code_interpreter"
+			]
+		},
+		"access_grants": [],
+		"is_active": true,
+		"updated_at": 1792596722,
+		"created_at": 1792542461,
+		"background_image_data": null
+	},
+	{
+		"version_id": "a08b4144-4fda-4bb0-8376-e42a76ca373f",
+		"id": "language-micro",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "ministral-3:8b",
+		"name": "Lang-Mini8 [32k,10GB]",
+		"params": {
+			"system": "Please use the attached Knowledge Base files as your personality.",
+			"custom_params": {},
+			"num_thread": 7,
+			"num_ctx": 32000
+		},
+		"meta": {
+			"profile_image_url": "/static/favicon.png",
+			"background_image_url": null,
+			"description": null,
+			"i18n": null,
+			"capabilities": {
+				"file_context": true,
+				"vision": true,
+				"file_upload": true,
+				"web_search": true,
+				"image_generation": true,
+				"code_interpreter": true,
+				"terminal": true,
+				"citations": true,
+				"status_updates": true,
+				"usage": true,
+				"memory": true,
+				"builtin_tools": true
+			},
+			"knowledge": [
+				{
+					"id": "120fa5c0-7f02-4cf3-a136-07b92b042d48",
+					"name": "Base.md",
+					"type": "file"
+				},
+				{
+					"id": "bb929f41-18c0-4177-8139-fabfde2b8235",
+					"name": "Language.md",
+					"type": "file"
+				}
+			],
+			"voice": null,
+			"voice_avatar": null,
+			"suggestion_prompts": null,
+			"tags": [
+				{
+					"name": "language"
+				}
+			],
+			"terminalId": "0f44afba-4f8e-4699-abfd-7c49b61457fe",
+			"defaultFeatureIds": [
+				"web_search",
+				"image_generation",
+				"code_interpreter"
+			]
+		},
+		"access_grants": [],
+		"is_active": true,
+		"updated_at": 1792596791,
+		"created_at": 1792542993,
+		"background_image_data": null
+	},
+	{
+		"version_id": "9f920e0c-1af2-4360-9714-1d1ac431c927",
+		"id": "language-tiny",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "ministral-3:3b",
+		"name": "Lang-Mini3 [32k,5.9GB]",
+		"params": {
+			"system": "Please use the attached Knowledge Base files as your personality.",
+			"custom_params": {},
+			"num_thread": 7,
+			"num_ctx": 32000
+		},
+		"meta": {
+			"profile_image_url": "/static/favicon.png",
+			"background_image_url": null,
+			"description": null,
+			"i18n": null,
+			"capabilities": {
+				"file_context": true,
+				"vision": true,
+				"file_upload": true,
+				"web_search": true,
+				"image_generation": true,
+				"code_interpreter": true,
+				"terminal": true,
+				"citations": true,
+				"status_updates": true,
+				"usage": true,
+				"memory": true,
+				"builtin_tools": true
+			},
+			"knowledge": [
+				{
+					"id": "120fa5c0-7f02-4cf3-a136-07b92b042d48",
+					"name": "Base.md",
+					"type": "file"
+				},
+				{
+					"id": "bb929f41-18c0-4177-8139-fabfde2b8235",
+					"name": "Language.md",
+					"type": "file"
+				}
+			],
+			"voice": null,
+			"voice_avatar": null,
+			"suggestion_prompts": null,
+			"tags": [
+				{
+					"name": "language"
+				}
+			],
+			"terminalId": "0f44afba-4f8e-4699-abfd-7c49b61457fe",
+			"defaultFeatureIds": [
+				"web_search",
+				"image_generation",
+				"code_interpreter"
+			]
+		},
+		"access_grants": [],
+		"is_active": true,
+		"updated_at": 1792596783,
+		"created_at": 1792543028,
+		"background_image_data": null
+	},
+	{
+		"version_id": "79e6f9b5-18d7-4d35-bf51-794016627bf4",
+		"id": "language-small",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "mistral-small3.2:24b",
+		"name": "Lang-Small24 [64k,26GB]",
+		"params": {
+			"system": "Please use the attached Knowledge Base files as your personality.",
+			"custom_params": {},
+			"num_thread": 7,
+			"num_ctx": 64000
+		},
+		"meta": {
+			"profile_image_url": "/static/favicon.png",
+			"background_image_url": null,
+			"description": null,
+			"i18n": null,
+			"capabilities": {
+				"file_context": true,
+				"vision": true,
+				"file_upload": true,
+				"web_search": true,
+				"image_generation": true,
+				"code_interpreter": true,
+				"terminal": true,
+				"citations": true,
+				"status_updates": true,
+				"usage": true,
+				"memory": true,
+				"builtin_tools": true
+			},
+			"knowledge": [
+				{
+					"id": "120fa5c0-7f02-4cf3-a136-07b92b042d48",
+					"name": "Base.md",
+					"type": "file"
+				},
+				{
+					"id": "bb929f41-18c0-4177-8139-fabfde2b8235",
+					"name": "Language.md",
+					"type": "file"
+				}
+			],
+			"voice": null,
+			"voice_avatar": null,
+			"suggestion_prompts": null,
+			"tags": [
+				{
+					"name": "language"
+				}
+			],
+			"terminalId": "0f44afba-4f8e-4699-abfd-7c49b61457fe",
+			"defaultFeatureIds": [
+				"web_search",
+				"image_generation",
+				"code_interpreter"
+			]
+		},
+		"access_grants": [],
+		"is_active": true,
+		"updated_at": 1792596852,
+		"created_at": 1792573569,
+		"background_image_data": null
+	},
+	{
+		"version_id": "d5657244-5bd0-4858-bda5-24dd6c45128b",
+		"id": "coder-moe",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "qwen3.6:35b",
+		"name": "Code-MoE [256k,23GB]",
+		"params": {
+			"custom_params": {},
+			"num_ctx": 256000,
+			"num_thread": 7,
+			"system": "Please use the attached Knowledge Base files as your personality."
+		},
+		"meta": {
+			"profile_image_url": "/static/favicon.png",
+			"background_image_url": null,
+			"description": null,
+			"i18n": null,
+			"capabilities": {
+				"file_context": true,
+				"vision": true,
+				"file_upload": true,
+				"web_search": true,
+				"image_generation": true,
+				"code_interpreter": true,
+				"terminal": true,
+				"citations": true,
+				"status_updates": true,
+				"usage": true,
+				"memory": true,
+				"builtin_tools": true
+			},
+			"knowledge": [
+				{
+					"id": "120fa5c0-7f02-4cf3-a136-07b92b042d48",
+					"name": "Base.md",
+					"type": "file"
+				},
+				{
+					"id": "fbcfabac-d48f-49e2-a7a7-73375448dd89",
+					"name": "Coder.md",
+					"type": "file"
+				},
+				{
+					"id": "975690ae-5ddb-4e56-aef1-21f5f73ed74f",
+					"name": "Quick.md",
+					"type": "file"
+				}
+			],
+			"voice": null,
+			"voice_avatar": null,
+			"suggestion_prompts": null,
+			"tags": [
+				{
+					"name": "code"
+				}
+			],
+			"terminalId": "0f44afba-4f8e-4699-abfd-7c49b61457fe",
+			"defaultFeatureIds": [
+				"web_search",
+				"image_generation",
+				"code_interpreter"
+			]
+		},
+		"access_grants": [],
+		"is_active": true,
+		"updated_at": 1792596766,
+		"created_at": 1792596052,
+		"background_image_data": null
+	},
+	{
+		"version_id": "8fef2e35-68b2-4b68-a90f-69f66cd07782",
+		"id": "coder-architect",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "devstral-small-2:24b",
+		"name": "Code-Arch [192k,47GB]",
+		"params": {
+			"custom_params": {},
+			"num_ctx": 192000,
+			"num_thread": 7,
+			"system": "Please use the attached Knowledge Base files as your personality."
+		},
+		"meta": {
+			"profile_image_url": "/static/favicon.png",
+			"background_image_url": null,
+			"description": null,
+			"i18n": null,
+			"capabilities": {
+				"file_context": true,
+				"vision": true,
+				"file_upload": true,
+				"web_search": true,
+				"image_generation": true,
+				"code_interpreter": true,
+				"terminal": true,
+				"citations": true,
+				"status_updates": true,
+				"usage": true,
+				"memory": true,
+				"builtin_tools": true
+			},
+			"knowledge": [
+				{
+					"id": "120fa5c0-7f02-4cf3-a136-07b92b042d48",
+					"name": "Base.md",
+					"type": "file"
+				},
+				{
+					"id": "fbcfabac-d48f-49e2-a7a7-73375448dd89",
+					"name": "Coder.md",
+					"type": "file"
+				},
+				{
+					"id": "7a44732c-ed94-46e0-9bdb-af049e0760ed",
+					"name": "Architect.md",
+					"type": "file"
+				}
+			],
+			"voice": null,
+			"voice_avatar": null,
+			"suggestion_prompts": null,
+			"tags": [
+				{
+					"name": "code"
+				}
+			],
+			"terminalId": "0f44afba-4f8e-4699-abfd-7c49b61457fe",
+			"defaultFeatureIds": [
+				"web_search",
+				"image_generation",
+				"code_interpreter"
+			]
+		},
+		"access_grants": [],
+		"is_active": true,
+		"updated_at": 1792596744,
+		"created_at": 1792573569,
+		"background_image_data": null
+	},
+	{
+		"version_id": "e7f4e16a-2fc4-41f9-b7c4-097bdcf63db6",
+		"id": "language-mini",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "ministral-3:14b",
+		"name": "Lang-Mini14 [32k,13GB]",
+		"params": {
+			"system": "Please use the attached Knowledge Base files as your personality.",
+			"custom_params": {},
+			"num_thread": 7,
+			"num_ctx": 32000
+		},
+		"meta": {
+			"profile_image_url": "/static/favicon.png",
+			"background_image_url": null,
+			"description": null,
+			"i18n": null,
+			"capabilities": {
+				"file_context": true,
+				"vision": true,
+				"file_upload": true,
+				"web_search": true,
+				"image_generation": true,
+				"code_interpreter": true,
+				"terminal": true,
+				"citations": true,
+				"status_updates": true,
+				"usage": true,
+				"memory": true,
+				"builtin_tools": true
+			},
+			"knowledge": [
+				{
+					"id": "120fa5c0-7f02-4cf3-a136-07b92b042d48",
+					"name": "Base.md",
+					"type": "file"
+				},
+				{
+					"id": "bb929f41-18c0-4177-8139-fabfde2b8235",
+					"name": "Language.md",
+					"type": "file"
+				}
+			],
+			"voice": null,
+			"voice_avatar": null,
+			"suggestion_prompts": null,
+			"tags": [
+				{
+					"name": "language"
+				}
+			],
+			"terminalId": "0f44afba-4f8e-4699-abfd-7c49b61457fe",
+			"defaultFeatureIds": [
+				"web_search",
+				"image_generation",
+				"code_interpreter"
+			]
+		},
+		"access_grants": [],
+		"is_active": true,
+		"updated_at": 1792596774,
+		"created_at": 1792573569,
+		"background_image_data": null
+	},
+	{
+		"version_id": "94031db1-bb29-4c2e-b8ca-540750c33ce9",
+		"id": "language-moe",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "qwen3.5:35b",
+		"name": "Lang-MoE [256k,28GB]",
+		"params": {
+			"system": "Please use the attached Knowledge Base files as your personality.",
+			"custom_params": {},
+			"num_thread": 7,
+			"num_ctx": 64000
+		},
+		"meta": {
+			"profile_image_url": "/static/favicon.png",
+			"background_image_url": null,
+			"description": null,
+			"i18n": null,
+			"capabilities": {
+				"file_context": true,
+				"vision": true,
+				"file_upload": true,
+				"web_search": true,
+				"image_generation": true,
+				"code_interpreter": true,
+				"terminal": true,
+				"citations": true,
+				"status_updates": true,
+				"usage": true,
+				"memory": true,
+				"builtin_tools": true
+			},
+			"knowledge": [
+				{
+					"id": "120fa5c0-7f02-4cf3-a136-07b92b042d48",
+					"name": "Base.md",
+					"type": "file"
+				},
+				{
+					"id": "bb929f41-18c0-4177-8139-fabfde2b8235",
+					"name": "Language.md",
+					"type": "file"
+				}
+			],
+			"voice": null,
+			"voice_avatar": null,
+			"suggestion_prompts": null,
+			"tags": [
+				{
+					"name": "language"
+				}
+			],
+			"terminalId": "0f44afba-4f8e-4699-abfd-7c49b61457fe",
+			"defaultFeatureIds": [
+				"web_search",
+				"image_generation",
+				"code_interpreter"
+			]
+		},
+		"access_grants": [],
+		"is_active": true,
+		"updated_at": 1792596751,
+		"created_at": 1792595834,
+		"background_image_data": null
+	}
+]

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,

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 ##
@@ -1245,7 +1250,7 @@
       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 +1407,7 @@
   ansible.builtin.file:
     path: "{{ user_user.home }}/{{ item }}"
     owner: "{{ user }}"
+    group: "{{ user }}"
     mode: '0755'
   loop:
     - .bashrc

tasks/general/settings/tunnel.yml

@@ -13,26 +13,26 @@
     - tunnel_remote_port
     - tunnel_ssh_port
 
-- name: General | Tunnel | Block
+- name: General | Tunnel | Facts
+  ansible.builtin.set_fact:
+    tunnel_service_name: tunnel
+
+- name: General | Tunnel | runit
   block:
 
-    - name: General | Tunnel | Facts
-      ansible.builtin.set_fact:
-        tunnel_service_name: tunnel
-
-    - name: General | Tunnel | mkdir | /etc/sv
+    - name: General | Tunnel | runit | mkdir | /etc/sv
       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: |
@@ -43,14 +43,14 @@
             -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 +58,17 @@
           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 | 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 }}"
 
-- name: General | Tunnel | 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

@@ -68,6 +68,7 @@
       - "{{ alsa }}"
       - "{{ stress }}"
       - "{{ jq }}"
+      - "{{ btop }}"
     state: present
 
 - name: General | Software | Packages | Install Software (DEV)
@@ -126,14 +127,6 @@
     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/android.yml

@@ -243,7 +243,9 @@
 
 # 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 +365,35 @@
 ## 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 +407,13 @@
 
 ## 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 +422,7 @@
   loop:
     - ".bash_profile"
     - ".zprofile"
+    - ".profile"
   when: coding
     and user_user.home != ""
 

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 ##
@@ -128,45 +129,12 @@
 
 ## 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)
   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
@@ -175,6 +143,7 @@
   loop:
     - ".bash_profile"
     - ".zprofile"
+    - ".profile"
   when: coding
     and user_user.home != ""
 

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
+    - name: Workstation | Linux | Software | Java | pacman | Facts
+      ansible.builtin.set_fact:
+        jdk_src: /usr/lib/jvm/default
 
-  - name: Workstation | Linux | Software | Java | pacman | Install
-    ansible.builtin.package:
-      name:
-        - "jdk{{ item }}-openjdk"
-      state: present
-    loop:
-      - "{{ jdk_version }}"
-      - 25
-      - 21
-      - 17
+    - name: Workstation | Linux | Software | Java | pacman | Install [base]
+      ansible.builtin.package:
+        name:
+          - "jdk{{ jdk_version }}-openjdk"
+        state: present
 
-  - name: Workstation | Linux | Software | Java | pacman | Set
-    ansible.builtin.shell: "archlinux-java set java-{{ jdk_version }}-openjdk"
+    - name: Workstation | Linux | Software | Java | pacman | Install [all]
+      ansible.builtin.package:
+        name:
+          - "jdk{{ item }}-openjdk"
+        state: present
+      loop:
+        - 25
+        - 21
+        - 17
+      when: coding
 
-  - name: Workstation | Linux | Software | Java | pacman | Link
-    ansible.builtin.shell: "ln -sf /usr/lib/jvm {{ jdk_dir }}"
-    args:
-      creates: "{{ jdk_dir }}"
-    become: true
-    become_user: "{{ user }}"
+    - 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
 
-  when: coding is true
-    and ansible_pkg_mgr == "pacman"
+  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 }}"
+
+- 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/llm.md

@@ -0,0 +1,667 @@
+# 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 now 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. 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.
+
+### 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 also been added your PATH:
+
+- "$ANDROID_HOME/platform-tools"
+- "$ANDROID_HOME/cmdline-tools/latest/bin"
+- "$FLUTTER_HOME/bin"
+- "$JAVA_HOME/bin"
+
+#### 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.
+
+## Benchmark
+
+### 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 |
+| 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 |
+| 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 |
+| 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 |
+```
+
+## 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/llm.yml

@@ -144,7 +144,17 @@
           - { "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 }
@@ -218,10 +228,11 @@
           - "{{ qwen_code }}"
         state: present
 
-    - name: Workstation | Linux | Software | LLMs | Docker
+    - name: Workstation | Linux | Software | LLMs | Docker | Install
       ansible.builtin.package:
         name:
           - docker
+          - docker-compose
         state: present
 
     - name: Workstation | Linux | Software | LLMs | Docker | runit
@@ -278,15 +289,16 @@
               export HOME={{ user_user.home }}
 
               ### 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_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
@@ -299,7 +311,7 @@
               {{ ("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 ###
@@ -414,36 +426,37 @@
             content: |
               #!/bin/sh
               exec 2>&1
+              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 already stopped."
-
               echo "RUN: Deleting..."
               docker rm -f open-webui &&
                 echo "RUN: Container deleted" ||
                 echo "RUN: Container already deleted."
 
-              # Start the open-webui program.
+              # Check for any new updates in background.
+              sleep 300 &&
+                echo "RUN: Updating..." &&
+                docker pull $image &
 
+              # Start the open-webui program.
               set -e
               exec docker run \
-                --pull=always \
                 --name open-webui \
                 --network=host -e PORT={{ open_webui_port }} \
-                --add-host=host.docker.internal:host-gateway \
                 -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:main
+                $image
 
                 # Unsure why this was not working on Artix with runit.
                 # exec curl 0.0.0.0:8080/health gave a successful response.
@@ -457,6 +470,9 @@
 
                 # Had to change this to 0.0.0.0, below was still acting weird.
                 #-e OLLAMA_BASE_URL=http://host.docker.internal:11434 \
+
+                # 20261020, trying to remove this again while leaving the rest.
+                #--add-host=host.docker.internal:host-gateway \
             mode: "0755"
 
         - name: Workstation | Linux | Software | LLMs | runit | open-webui | Script | Finish
@@ -508,7 +524,226 @@
           ansible.builtin.file:
             name: "/var/log/open-terminal"
             state: directory
+            owner: root
+            mode: "0755"
+
+        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Dir | /usr/local/etc
+          ansible.builtin.file:
+            name: "/usr/local/etc/open-terminal"
+            state: directory
+            owner: root
+            mode: "0755"
+
+        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | AI-Sandbox | Dir
+          ansible.builtin.file:
+            dest: "{{ user_user.home }}/AI-Sandbox"
+            state: directory
             owner: "{{ user }}"
+            group: "{{ user }}"
+            mode: "0755"
+
+        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | AI-Sandbox | Env
+          ansible.builtin.blockinfile:
+            path: "{{ user_user.home }}/AI-Sandbox/{{ item }}"
+            marker: "# {mark} | MANAGE BY ANSIBLE | Env Vars"
+            content: |
+              if [[ -d "$HOME/bin" ]]; then
+                export PATH="$HOME/bin:$PATH"
+              fi
+
+              export ANDROID_HOME="{{ user_user.home }}/SDKs/Android/Sdk"
+              export GRADLE_USER_HOME={{ user_user.home }}/.gradle
+              export PATH="$ANDROID_HOME/platform-tools:$PATH"
+              export PATH="$ANDROID_HOME/cmdline-tools/latest/bin:$PATH"
+
+              export FLUTTER_HOME="{{ user_user.home }}/SDKs/Flutter/flutter"
+              export PUB_CACHE={{ user_user.home }}/.pub-cache
+              export PATH="$FLUTTER_HOME/bin:$PATH"
+
+              export JAVA_HOME="{{ user_user.home }}/SDKs/Java"
+              export PATH="$JAVA_HOME/bin:$PATH"
+            create: false
+            backup: false
+            owner: "{{ user }}"
+            group: "{{ user }}"
+            mode: "0755"
+          loop:
+            - ".bashrc"
+
+        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | AI-Sandbox | Defaults
+          ansible.builtin.set_fact:
+            jdk_jvm: "{{ jdk_jvm | default('/usr/lib/jvm') }}"
+            jdk_etc:   "{{ jdk_etc   | default('/etc/java-openjdk') }}"
+            jdk_etc17: "{{ jdk_etc17 | default('/etc/java17-openjdk') }}"
+            jdk_etc21: "{{ jdk_etc21 | default('/etc/java21-openjdk') }}"
+            jdk_etc25: "{{ jdk_etc25 | default('/etc/java25-openjdk') }}"
+
+        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | AI-Sandbox | AGENTS.md
+          ansible.builtin.copy:
+            dest: "{{ user_user.home }}/AI-Sandbox/AGENTS.md"
+            content: |
+              # Environment
+
+              You are running in a Docker container called Open Terminal. We are
+              communicating via Open WebUI, also being run in a Docker
+              container. You are the user `user` and have been granted access to
+              the designer's Code and SDKs via mount at `{{ user_user.home }}`.
+
+              If the `$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 anything, including
+              but not limited to `add`, `commit`, `pull`, `push`, `branch`,
+              `switch`, etc. The user is who controls the respository changes.
+              You may informational git subcommands such as use `git status`.
+
+              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 the user 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.
+
+              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.
+
+              # Preferences
+
+              You have free reign over your home directory. Feel free to
+              create memory files or anything else which would benefit you.
+
+              Everything we create should have both Desktop Linux and Android
+              in mind. Windows, MacOS, and iOS will never be compiled for, but
+              if we can do things in a way which makes it easy for others to
+              fork the project and add the support themselves, then that's best.
+
+              # Versions
+
+              These are the versions of plugins and languages we need to use.
+              If you know of an important upgrade from them, please let me know.
+
+              ## Android / Flutter
+
+              - Gradle: 9.8.0
+              - AGP: 9.4.1
+              - Kotlin: 2.4.20
+              - Java: JDK 17
+              - Flutter (plugin loader): 1.0.0
+            backup: false
+            owner: "{{ user }}"
+            group: "{{ user }}"
+            mode: "0755"
+
+        - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Script | Compose YAML
+          ansible.builtin.copy:
+            dest: /usr/local/etc/open-terminal/docker-compose.yml
+            content: |
+              #exec docker run \
+              #  --name open-terminal \
+              #  --network=host \
+              #  -v {{ user_user.home }}/AI-Sandbox:/home/user \
+              #  -v {{ user_user.home }}/Code:{{ user_user.home }}/Code \
+              #  -v {{ user_user.home }}/SDKs:{{ user_user.home }}/SDKs \
+              #  -v {{ jdk_jvm }}:{{ jdk_jvm }}:ro \
+              #  -v {{ jdk_etc }}:{{ jdk_etc }}:ro \
+              #  -v {{ jdk_etc17 }}:{{ jdk_etc17 }}:ro \
+              #  -v {{ jdk_etc21 }}:{{ jdk_etc21 }}:ro \
+              #  -v {{ jdk_etc25 }}:{{ jdk_etc25 }}:ro \
+              #  -v /etc/hosts:/etc/hosts:ro \
+              #  -v {{ user_user.home }}/.gradle:{{ user_user.home }}/.gradle \
+              #  -v {{ user_user.home }}/.pub-cache:{{ user_user.home }}/.pub-cache \
+              #  -e OPEN_TERMINAL_FILE_BROWSER_ROOT="/home/user" \
+              #  -e OPEN_TERMINAL_API_KEY="{{ open_terminal_key }}" \
+              #  -e OPEN_TERMINAL_PACKAGES="$packages" \
+              #  -e GOT_EM="$GOT_EM" \
+              #  $image run --port {{ open_terminal_port }}
+
+              services:
+                open-terminal:
+                  build:
+                    context: ./
+                    network: host
+                  container_name: open-terminal
+                  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
+                    - /etc/hosts:/etc/hosts: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 "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 (Main)"
+              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
+
+              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
@@ -519,32 +754,27 @@
               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 &&
+              docker compose -f /usr/local/etc/open-terminal/docker-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 background.
+              sleep 600 &&
+                echo "RUN: Updating..." &&
+                docker compose -f /usr/local/etc/open-terminal/docker-compose.yml \
+                  build --pull &
+
+              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 \
-                --network=host -p {{ open_terminal_port }}:8000 \
-                -v open-terminal:/home/user \
-                -v {{ user_user.home }}/Code:/home/user/Code \
-                -e OPEN_TERMINAL_API_KEY={{ open_terminal_key }} \
-                ghcr.io/open-webui/open-terminal
+              exec docker compose -f /usr/local/etc/open-terminal/docker-compose.yml up
+            owner: root
             mode: "0755"
 
         - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Script | Finish
@@ -554,15 +784,10 @@
               {{ runit_finish_sleep }}
 
               echo "FINISH: Stopping..."
-              docker stop open-terminal &&
+              docker compose -f /usr/local/etc/open-terminal/docker-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"
 
@@ -744,17 +969,17 @@
         path: "{{ user_user.home }}/{{ item }}"
         marker: "# {mark} ANSIBLE MANAGED BLOCK | ollama | Manual Script"
         content: |
-          function list_llms() {
+          function ollama_llms() {
             {% for llm in llm_installs %}
 
             echo "{{ llm.model }}"
 
             {% endfor %}
           }
-          function pull_llms() {
+          function ollama_pull() {
             echo "Manually Pulling Models"
 
-            for model in `list_llms`; do
+            for model in `ollama_llms`; do
               echo -e "\n\n Starting 'ollama pull $model' \n\n"
               ollama pull $model
               status=$?
@@ -763,21 +988,9 @@
 
             echo "Done!!"
           }
-          alias pull-llms="pull_llms "
-          alias pull-models="pull_llms "
-          alias pull-ai="pull_llms "
-
-          function ollama_stop() {
-            for model in `ollama ps | tail -n +2 | awk '{print $1}'`; do
-              echo "Stopping ${model}..."
-              ollama stop $model
-            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 pull-llms="ollama_pull "
+          alias pull-models="ollama_pull "
+          alias pull-ai="ollama_pull "
 
           function ollama_chat() {
             ollama run {{ 'qwen3.8:27b' if ansible_memtotal_mb > 32000 else 'qwen3.5:4b' }}
@@ -789,23 +1002,8 @@
             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 {
+          function ollama_purge() {
             echo "TBD: Purge all models not in llm_installs."
           }
           alias ollama-purge="ollama_purge "
@@ -827,6 +1025,7 @@
           alias restart-llm="restart_ai "
           alias restart-llms="restart_ai "
           alias restart-models="restart_ai "
+          alias reload-ai="restart_ai "
         state: present
         create: false
         backup: true

test.yml

@@ -18,10 +18,13 @@
     #######################
     #######################
 
-    - name: TEST | Main
+    - name: TEST | LLMs
       block:
 
-        - name: LLMs
+        - name: Java
+          ansible.builtin.include_tasks: tasks/workstation/linux/software/java.yml
+
+        - name: LLM
           ansible.builtin.include_tasks: tasks/workstation/linux/software/llm.yml
 
     #######################