From 6482dd123dcd4b2d00052aa439b7da73f00048d1 Mon Sep 17 00:00:00 2001
From: Hyperling <me@hyperling.com>
Date: Wed, 21 Oct 2026 05:43:37 -0700
Subject: [PATCH 01/10] llm, change ollama_threads to use a better method of
 determining the number of cores to test, also fix output.

---
 tasks/workstation/linux/software/llm.yml | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/tasks/workstation/linux/software/llm.yml b/tasks/workstation/linux/software/llm.yml
index 4d65e20..1fd8aea 100644
--- a/tasks/workstation/linux/software/llm.yml
+++ b/tasks/workstation/linux/software/llm.yml
@@ -922,11 +922,16 @@
               context=',"num_ctx":'$num_ctx''
             fi
 
+            # Physical CPU Count (no longer using ansible_processor_vcpus, {{ ansible_processor_vcpus }})
+            # Will be something like 0-7, then get expanded to 0 1 2 3 4 5 6 7.
+            # Runnning with 0 causes default behavior, 1 per physical core, 8!
+            cores=$(cat /sys/devices/cpu_core/cpus | tr ',' '\n' | sed 's/-/ /' | xargs -L1 seq)
+
             echo " Stopping all ollama usage..."
             sudo sv restart ollama >/dev/null 2>&1
 
             # Benchmark Thread Count
-            for t in {1..{{ ansible_processor_vcpus | int }}}; do
+            for t in $cores; do
               start=$SECONDS
               echo -n "`date` - Model $model w/ $t Thread(s): "
 
@@ -938,7 +943,7 @@
               ctx="`ollama ps | grep $model | awk '{print $7}'`"
               time=$(( $finish - $start ))
 
-              echo ", tokens/sec: $speed @ context=$ctx, time: $time secs"
+              echo "tokens/sec: $speed @ context=$ctx, time: $time secs"
 
               ollama stop $model >/dev/null 2>&1
             done

From 40d9a7252e7215478302f4e6f5f70eddf0a5f660 Mon Sep 17 00:00:00 2001
From: Hyperling <me@hyperling.com>
Date: Wed, 21 Oct 2026 06:06:41 -0700
Subject: [PATCH 02/10] llm, if Internet is available, pull extra packages for
 open-terminal.

---
 tasks/workstation/linux/software/llm.yml | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/tasks/workstation/linux/software/llm.yml b/tasks/workstation/linux/software/llm.yml
index 1fd8aea..6a0b154 100644
--- a/tasks/workstation/linux/software/llm.yml
+++ b/tasks/workstation/linux/software/llm.yml
@@ -529,6 +529,7 @@
               #!/bin/sh
               exec 2>&1
               image=ghcr.io/open-webui/open-terminal:latest
+              packages=""
 
               # Wait for Docker to start up.
               while [ ! -S /var/run/docker.sock ]; do sleep 1; done
@@ -547,6 +548,12 @@
               echo "RUN: Updating..."
               docker pull $image &
 
+              if curl -sf --max-time 5 -o /dev/null https://hyperling.com; then
+                # Internet is available, pull extra packages. useful for having
+                # model compile Android apps, need to verify for Flutter.
+                packages="xz-utils libglu1-mesa libglu1-mesa ninja-build libnotify-bin libgtk-3-dev liblzma-dev libstdc++-12-dev libc6:amd64 libstdc++6 lib32z1 libbz2-1.0 default-jdk libncurses-dev android-udev-rules"
+              fi
+
               # Start the open-terminal program.
               # https://github.com/open-webui/open-terminal#configuration
               set -e
@@ -557,12 +564,10 @@
                 -v {{ user_user.home }}/Code:{{ user_user.home }}/Code \
                 -e OPEN_TERMINAL_FILE_BROWSER_ROOT={{ user_user.home }} \
                 -e OPEN_TERMINAL_API_KEY={{ open_terminal_key }} \
+                -e OPEN_TERMINAL_PACKAGES="$packages" \
                 $image run --port {{ open_terminal_port }}
 
               # -p {{ open_terminal_port }}:8000
-
-              # This requires internet access to be successful...
-              #-e OPEN_TERMINAL_PACKAGES="xz-utils libglu1-mesa libglu1-mesa ninja-build libnotify-bin libgtk-3-dev liblzma-dev libstdc++-12-dev libc6:amd64 libstdc++6 lib32z1 libbz2-1.0 default-jdk libncurses-dev android-udev-rules" \
             mode: "0755"
 
         - name: Workstation | Linux | Software | LLMs | runit | open-terminal | Script | Finish

From bd7112e8d51d10153767a66a98b7f4a8ff3813f8 Mon Sep 17 00:00:00 2001
From: Hyperling <me@hyperling.com>
Date: Wed, 21 Oct 2026 07:27:28 -0700
Subject: [PATCH 03/10] llm, filter out the less useful tests in
 ollama_threads. Should help save a lot of time, maybe up to 60-75% since they
 were the slower ones.

---
 tasks/workstation/linux/software/llm.yml | 8 ++++++++
 1 file changed, 8 insertions(+)

diff --git a/tasks/workstation/linux/software/llm.yml b/tasks/workstation/linux/software/llm.yml
index 6a0b154..2fc017e 100644
--- a/tasks/workstation/linux/software/llm.yml
+++ b/tasks/workstation/linux/software/llm.yml
@@ -932,6 +932,14 @@
             # Runnning with 0 causes default behavior, 1 per physical core, 8!
             cores=$(cat /sys/devices/cpu_core/cpus | tr ',' '\n' | sed 's/-/ /' | xargs -L1 seq)
 
+            # Take out useless tests.
+            cores=${cores/ 1 / }
+            if [[ "$cores" == *" 7" ]]; then
+              cores=${cores/ 2 / }
+              cores=${cores/ 3 / }
+              cores=${cores/ 5 / }
+            fi
+
             echo " Stopping all ollama usage..."
             sudo sv restart ollama >/dev/null 2>&1
 

From 05e2244efbed379183248c0418da258c3272ec70 Mon Sep 17 00:00:00 2001
From: Hyperling <me@hyperling.com>
Date: Wed, 21 Oct 2026 08:19:48 -0700
Subject: [PATCH 04/10] roleplays, add a language entry for qwen3.5:35b since
 it is MoE and is not code-scoped like qwen3.6.

---
 files/settings/open_webui_roleplays.json | 100 +++++++++++++++++++----
 1 file changed, 82 insertions(+), 18 deletions(-)

diff --git a/files/settings/open_webui_roleplays.json b/files/settings/open_webui_roleplays.json
index dae149f..d46cc1d 100644
--- a/files/settings/open_webui_roleplays.json
+++ b/files/settings/open_webui_roleplays.json
@@ -1,6 +1,6 @@
 [
 	{
-		"version_id": "a0084dd8-2834-4222-8a25-b8986d535ee4",
+		"version_id": "5d4adefe-281f-4498-a1c7-54fdf79c3c91",
 		"id": "coder-junior",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.6:27b",
@@ -64,12 +64,12 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792575797,
+		"updated_at": 1792585696,
 		"created_at": 1792539937,
 		"background_image_data": null
 	},
 	{
-		"version_id": "0e733446-911d-4d52-805f-7a9d6d863636",
+		"version_id": "6d6322e1-614e-47e0-a1d4-0810ee2217cf",
 		"id": "coder-senior",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.8:27b",
@@ -133,12 +133,12 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792575797,
+		"updated_at": 1792585696,
 		"created_at": 1792539958,
 		"background_image_data": null
 	},
 	{
-		"version_id": "4f412e1f-ec8e-4724-997f-7dd7a5b75c39",
+		"version_id": "a417c862-1860-4338-9d36-02905e923671",
 		"id": "coder-entry",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "codestral:22b",
@@ -202,12 +202,12 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792575797,
+		"updated_at": 1792585696,
 		"created_at": 1792542461,
 		"background_image_data": null
 	},
 	{
-		"version_id": "351021ce-1a76-461d-82c9-63c5b5537649",
+		"version_id": "31cb1268-fe12-4bda-ad77-66f38e3435ed",
 		"id": "language-micro",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "ministral-3:8b",
@@ -266,12 +266,12 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792575797,
+		"updated_at": 1792585696,
 		"created_at": 1792542993,
 		"background_image_data": null
 	},
 	{
-		"version_id": "5fbfe995-80be-46bf-a369-6f5817fa08be",
+		"version_id": "58aad5c4-ddfc-4d3d-952e-61a8a3e50099",
 		"id": "language-tiny",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "ministral-3:3b",
@@ -330,12 +330,12 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792575797,
+		"updated_at": 1792585696,
 		"created_at": 1792543028,
 		"background_image_data": null
 	},
 	{
-		"version_id": "8f97ecbd-641a-4f44-aa0d-a177fb1140a4",
+		"version_id": "677a78a4-c67b-420f-99c3-b0c4c39f158e",
 		"id": "language-small",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "mistral-small3.2:24b",
@@ -394,12 +394,12 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792575797,
+		"updated_at": 1792585696,
 		"created_at": 1792573569,
 		"background_image_data": null
 	},
 	{
-		"version_id": "d6a63f73-41db-463c-8733-7f00b8519bf2",
+		"version_id": "e67f356d-2721-4892-936d-f8bfe177e31a",
 		"id": "coder-quick",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.6:35b",
@@ -463,12 +463,12 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792580114,
+		"updated_at": 1792585696,
 		"created_at": 1792573569,
 		"background_image_data": null
 	},
 	{
-		"version_id": "c3b51522-a3cc-4567-a22a-fa4d3f31197f",
+		"version_id": "bc847a1d-d9f0-4754-a4f1-e8d5ae13d731",
 		"id": "coder-architect",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "devstral-small-2:24b",
@@ -532,12 +532,12 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792575797,
+		"updated_at": 1792585696,
 		"created_at": 1792573569,
 		"background_image_data": null
 	},
 	{
-		"version_id": "3ed809e0-f183-46c7-bf55-34ef18179f80",
+		"version_id": "2725182c-d5df-4b39-9c4f-e0d1d24cb3c0",
 		"id": "language-mini",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "ministral-3:14b",
@@ -596,8 +596,72 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792575797,
+		"updated_at": 1792585696,
 		"created_at": 1792573569,
 		"background_image_data": null
+	},
+	{
+		"version_id": "b45d0f63-4624-4867-a4f4-3be1d6d15c1e",
+		"id": "language-moe",
+		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
+		"base_model_id": "qwen3.5:35b",
+		"name": "Language (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": 1792595834,
+		"created_at": 1792595834,
+		"background_image_data": null
 	}
 ]

From eb761e41dc1a3179b2ac41fb24bc4bba173dec8f Mon Sep 17 00:00:00 2001
From: Hyperling <me@hyperling.com>
Date: Wed, 21 Oct 2026 08:20:41 -0700
Subject: [PATCH 05/10] roleplays, rename Quick Coder to Coder MoE in both
 title and ID.

---
 files/settings/open_webui_roleplays.json | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/files/settings/open_webui_roleplays.json b/files/settings/open_webui_roleplays.json
index d46cc1d..87c7336 100644
--- a/files/settings/open_webui_roleplays.json
+++ b/files/settings/open_webui_roleplays.json
@@ -400,10 +400,10 @@
 	},
 	{
 		"version_id": "e67f356d-2721-4892-936d-f8bfe177e31a",
-		"id": "coder-quick",
+		"id": "coder-moe",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.6:35b",
-		"name": "Coder (Quick) [256k,23GB]",
+		"name": "Coder (MoE) [256k,23GB]",
 		"params": {
 			"custom_params": {},
 			"num_ctx": 256000,

From 9a2e4ca4d22ce4a65538d632f7307b7287e7d471 Mon Sep 17 00:00:00 2001
From: Hyperling <me@hyperling.com>
Date: Wed, 21 Oct 2026 08:51:35 -0700
Subject: [PATCH 06/10] i3, move gnome-system-monitor to WS10, btop on WS1.

---
 files/settings/i3.config | 12 +++++++-----
 1 file changed, 7 insertions(+), 5 deletions(-)

diff --git a/files/settings/i3.config b/files/settings/i3.config
index 1bbd32c..527bdfe 100644
--- a/files/settings/i3.config
+++ b/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"

From a1190290db6abea740b1dca61e37de6f2ac8fa83 Mon Sep 17 00:00:00 2001
From: Hyperling <me@hyperling.com>
Date: Wed, 21 Oct 2026 08:54:25 -0700
Subject: [PATCH 07/10] roleplays, shorten names.

---
 files/settings/open_webui_roleplays.json | 62 ++++++++++++------------
 1 file changed, 31 insertions(+), 31 deletions(-)

diff --git a/files/settings/open_webui_roleplays.json b/files/settings/open_webui_roleplays.json
index 87c7336..25c8440 100644
--- a/files/settings/open_webui_roleplays.json
+++ b/files/settings/open_webui_roleplays.json
@@ -1,10 +1,10 @@
 [
 	{
-		"version_id": "5d4adefe-281f-4498-a1c7-54fdf79c3c91",
+		"version_id": "b292c75d-b2d8-45d9-9f89-f57f2acd250b",
 		"id": "coder-junior",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.6:27b",
-		"name": "Coder (Junior) [256k,20GB]",
+		"name": "Code-Jr [256k,20GB]",
 		"params": {
 			"custom_params": {},
 			"num_ctx": 256000,
@@ -64,16 +64,16 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792585696,
+		"updated_at": 1792596704,
 		"created_at": 1792539937,
 		"background_image_data": null
 	},
 	{
-		"version_id": "6d6322e1-614e-47e0-a1d4-0810ee2217cf",
+		"version_id": "ac4dd0f5-9cf0-450f-b188-c275e2a5e74b",
 		"id": "coder-senior",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.8:27b",
-		"name": "Coder (Senior) [256k,20GB]",
+		"name": "Code-Sr [256k,20GB]",
 		"params": {
 			"custom_params": {},
 			"num_ctx": 256000,
@@ -133,16 +133,16 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792585696,
+		"updated_at": 1792596711,
 		"created_at": 1792539958,
 		"background_image_data": null
 	},
 	{
-		"version_id": "a417c862-1860-4338-9d36-02905e923671",
+		"version_id": "97101e67-3332-457e-95a9-73c89ee9d87a",
 		"id": "coder-entry",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "codestral:22b",
-		"name": "Coder (Entry) [256k,20GB]",
+		"name": "Code-Entry [256k,20GB]",
 		"params": {
 			"custom_params": {},
 			"num_ctx": 256000,
@@ -202,16 +202,16 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792585696,
+		"updated_at": 1792596722,
 		"created_at": 1792542461,
 		"background_image_data": null
 	},
 	{
-		"version_id": "31cb1268-fe12-4bda-ad77-66f38e3435ed",
+		"version_id": "a08b4144-4fda-4bb0-8376-e42a76ca373f",
 		"id": "language-micro",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "ministral-3:8b",
-		"name": "Language (Micro) [32k,10GB]",
+		"name": "Lang-Mini8 [32k,10GB]",
 		"params": {
 			"system": "Please use the attached Knowledge Base files as your personality.",
 			"custom_params": {},
@@ -266,16 +266,16 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792585696,
+		"updated_at": 1792596791,
 		"created_at": 1792542993,
 		"background_image_data": null
 	},
 	{
-		"version_id": "58aad5c4-ddfc-4d3d-952e-61a8a3e50099",
+		"version_id": "9f920e0c-1af2-4360-9714-1d1ac431c927",
 		"id": "language-tiny",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "ministral-3:3b",
-		"name": "Language (Tiny) [32k,5.9GB]",
+		"name": "Lang-Mini3 [32k,5.9GB]",
 		"params": {
 			"system": "Please use the attached Knowledge Base files as your personality.",
 			"custom_params": {},
@@ -330,16 +330,16 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792585696,
+		"updated_at": 1792596783,
 		"created_at": 1792543028,
 		"background_image_data": null
 	},
 	{
-		"version_id": "677a78a4-c67b-420f-99c3-b0c4c39f158e",
+		"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": "Language (Small) [64k,26GB]",
+		"name": "Lang-Small24 [64k,26GB]",
 		"params": {
 			"system": "Please use the attached Knowledge Base files as your personality.",
 			"custom_params": {},
@@ -394,16 +394,16 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792585696,
+		"updated_at": 1792596852,
 		"created_at": 1792573569,
 		"background_image_data": null
 	},
 	{
-		"version_id": "e67f356d-2721-4892-936d-f8bfe177e31a",
+		"version_id": "d5657244-5bd0-4858-bda5-24dd6c45128b",
 		"id": "coder-moe",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.6:35b",
-		"name": "Coder (MoE) [256k,23GB]",
+		"name": "Code-MoE [256k,23GB]",
 		"params": {
 			"custom_params": {},
 			"num_ctx": 256000,
@@ -463,16 +463,16 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792585696,
-		"created_at": 1792573569,
+		"updated_at": 1792596766,
+		"created_at": 1792596052,
 		"background_image_data": null
 	},
 	{
-		"version_id": "bc847a1d-d9f0-4754-a4f1-e8d5ae13d731",
+		"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": "Coder (Architect) [192k,47GB]",
+		"name": "Code-Arch [192k,47GB]",
 		"params": {
 			"custom_params": {},
 			"num_ctx": 192000,
@@ -532,16 +532,16 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792585696,
+		"updated_at": 1792596744,
 		"created_at": 1792573569,
 		"background_image_data": null
 	},
 	{
-		"version_id": "2725182c-d5df-4b39-9c4f-e0d1d24cb3c0",
+		"version_id": "e7f4e16a-2fc4-41f9-b7c4-097bdcf63db6",
 		"id": "language-mini",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "ministral-3:14b",
-		"name": "Language (Mini) [32k,13GB]",
+		"name": "Lang-Mini14 [32k,13GB]",
 		"params": {
 			"system": "Please use the attached Knowledge Base files as your personality.",
 			"custom_params": {},
@@ -596,16 +596,16 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792585696,
+		"updated_at": 1792596774,
 		"created_at": 1792573569,
 		"background_image_data": null
 	},
 	{
-		"version_id": "b45d0f63-4624-4867-a4f4-3be1d6d15c1e",
+		"version_id": "94031db1-bb29-4c2e-b8ca-540750c33ce9",
 		"id": "language-moe",
 		"user_id": "2e2e7554-11f1-4047-8ca4-b04070ccc704",
 		"base_model_id": "qwen3.5:35b",
-		"name": "Language (MoE) [256k,28GB]",
+		"name": "Lang-MoE [256k,28GB]",
 		"params": {
 			"system": "Please use the attached Knowledge Base files as your personality.",
 			"custom_params": {},
@@ -660,7 +660,7 @@
 		},
 		"access_grants": [],
 		"is_active": true,
-		"updated_at": 1792595834,
+		"updated_at": 1792596751,
 		"created_at": 1792595834,
 		"background_image_data": null
 	}

From 8567cae2b1fb51dae9e2172ab632d4562a04a452 Mon Sep 17 00:00:00 2001
From: Hyperling <me@hyperling.com>
Date: Wed, 21 Oct 2026 08:58:17 -0700
Subject: [PATCH 08/10] packages, add btop.

---
 facts/general/package.yml           | 1 +
 tasks/general/software/packages.yml | 1 +
 2 files changed, 2 insertions(+)

diff --git a/facts/general/package.yml b/facts/general/package.yml
index 1e8b64e..756a205 100644
--- a/facts/general/package.yml
+++ b/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:
diff --git a/tasks/general/software/packages.yml b/tasks/general/software/packages.yml
index 0c58f2e..d34767b 100644
--- a/tasks/general/software/packages.yml
+++ b/tasks/general/software/packages.yml
@@ -68,6 +68,7 @@
       - "{{ alsa }}"
       - "{{ stress }}"
       - "{{ jq }}"
+      - "{{ btop }}"
     state: present
 
 - name: General | Software | Packages | Install Software (DEV)

From d5e3a57f5668a3e8039c7da283e1ba8caf98ea9b Mon Sep 17 00:00:00 2001
From: Hyperling <me@hyperling.com>
Date: Wed, 21 Oct 2026 09:56:14 -0700
Subject: [PATCH 09/10] llm, add a few models for mistral-small4 but they are
 too large or not the correct format for ollama, a few more edits to
 ollama_threads.

---
 tasks/workstation/linux/software/llm.yml | 32 ++++++++++++++++++------
 1 file changed, 25 insertions(+), 7 deletions(-)

diff --git a/tasks/workstation/linux/software/llm.yml b/tasks/workstation/linux/software/llm.yml
index 2fc017e..bd02572 100644
--- a/tasks/workstation/linux/software/llm.yml
+++ b/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 }
@@ -881,7 +891,7 @@
             spacing="$sep %-${col1}s $sep %${col2}s $sep %${col3}s $sep %${col4}s $sep"
 
             #echo " Stopping all ollama usage..."
-            sudo sv restart ollama >/dev/null 2>&1
+            #sudo sv restart ollama >/dev/null 2>&1
 
             #echo -e "\n Checking model disk and RAM sizes...\n"
 
@@ -932,7 +942,11 @@
             # Runnning with 0 causes default behavior, 1 per physical core, 8!
             cores=$(cat /sys/devices/cpu_core/cpus | tr ',' '\n' | sed 's/-/ /' | xargs -L1 seq)
 
-            # Take out useless tests.
+            # Flatten the output (trims newlines and extra spacing).
+            cores=$(echo $cores)
+
+            # Take out useless tests. 1 CPU is silly. If we have 8 physical then
+            # only need to look at 4, 6, 7, and 8 (which is done by 0/default).
             cores=${cores/ 1 / }
             if [[ "$cores" == *" 7" ]]; then
               cores=${cores/ 2 / }
@@ -940,13 +954,16 @@
               cores=${cores/ 5 / }
             fi
 
-            echo " Stopping all ollama usage..."
-            sudo sv restart ollama >/dev/null 2>&1
+            # Do the 0 test last.
+            cores="${cores/0 / } 0"
+
+            #echo " Stopping all ollama usage..."
+            #sudo sv restart ollama >/dev/null 2>&1
 
             # Benchmark Thread Count
             for t in $cores; do
               start=$SECONDS
-              echo -n "`date` - Model $model w/ $t Thread(s): "
+              echo -n "`date` - $model w/ $t Thread(s): "
 
               speed=$(curl -s http://localhost:11434/api/generate \
                 -d '{"model":"'$model'","prompt":"Hello","stream":false,"keep_alive":1,"options":{"num_thread":'$t$context'}}' \
@@ -956,7 +973,8 @@
               ctx="`ollama ps | grep $model | awk '{print $7}'`"
               time=$(( $finish - $start ))
 
-              echo "tokens/sec: $speed @ context=$ctx, time: $time secs"
+              #echo "tokens/sec: $speed @ context=$ctx, time: $time secs"
+              printf "%-32s %18s %16s\n" "tokens/sec: $speed" "@ context=$ctx," "time: $time secs"
 
               ollama stop $model >/dev/null 2>&1
             done

From e81de0c63bbe79c77e4c85a00c1881926f58e49e Mon Sep 17 00:00:00 2001
From: Hyperling <me@hyperling.com>
Date: Wed, 21 Oct 2026 09:56:47 -0700
Subject: [PATCH 10/10] llm, add more performance tests to markdown file.

---
 tasks/workstation/linux/software/llm.md | 202 +++++++++++++++++-------
 1 file changed, 149 insertions(+), 53 deletions(-)

diff --git a/tasks/workstation/linux/software/llm.md b/tasks/workstation/linux/software/llm.md
index 2a11736..4cacc3e 100644
--- a/tasks/workstation/linux/software/llm.md
+++ b/tasks/workstation/linux/software/llm.md
@@ -103,11 +103,28 @@ 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
 
-TBD
+```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
 
@@ -116,83 +133,162 @@ TBD
 ```console
 $ ollama-cpu qwen3.8:27b
  Stopping all ollama usage...
-Wed Oct 21 04:42:04 AM MST 2026 - Model qwen3.8:27b w/  1 Thread(s), tokens/sec: 0.7746121685803296 @ context=257000
-Wed Oct 21 04:43:28 AM MST 2026 - Model qwen3.8:27b w/  2 Thread(s), tokens/sec: 1.6705309718150672 @ context=257000
-Wed Oct 21 04:44:12 AM MST 2026 - Model qwen3.8:27b w/  3 Thread(s), tokens/sec: 2.104312894492908 @ context=257000
-Wed Oct 21 04:44:54 AM MST 2026 - Model qwen3.8:27b w/  4 Thread(s), tokens/sec: 2.024676406965962 @ context=257000
-Wed Oct 21 04:45:39 AM MST 2026 - Model qwen3.8:27b w/  5 Thread(s), tokens/sec: 2.0480156821567044 @ context=257000
-Wed Oct 21 04:46:19 AM MST 2026 - Model qwen3.8:27b w/  6 Thread(s), tokens/sec: 2.184879704982382 @ context=257000
-Wed Oct 21 04:46:58 AM MST 2026 - Model qwen3.8:27b w/  7 Thread(s), tokens/sec: 2.4228105619148526 @ context=257000
-Wed Oct 21 04:47:36 AM MST 2026 - Model qwen3.8:27b w/  8 Thread(s), tokens/sec: 2.472564250465107 @ context=257000
-Wed Oct 21 04:48:23 AM MST 2026 - Model qwen3.8:27b w/  9 Thread(s), tokens/sec: 2.399352715711734 @ context=257000
-Wed Oct 21 04:49:02 AM MST 2026 - Model qwen3.8:27b w/ 10 Thread(s), tokens/sec: 2.7001138401057605 @ context=257000
-Wed Oct 21 04:49:36 AM MST 2026 - Model qwen3.8:27b w/ 11 Thread(s), tokens/sec: 2.216459555312583 @ context=257000
-Wed Oct 21 04:50:27 AM MST 2026 - Model qwen3.8:27b w/ 12 Thread(s), tokens/sec: 2.228007424406279 @ context=257000
+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 04:54:29 AM MST 2026 - Model qwen3.8:27b w/  1 Thread(s), tokens/sec: 1.1388177022378907 @ context=32000
-Wed Oct 21 04:55:29 AM MST 2026 - Model qwen3.8:27b w/  2 Thread(s), tokens/sec: 1.388676019472746 @ context=32000
-Wed Oct 21 04:56:22 AM MST 2026 - Model qwen3.8:27b w/  3 Thread(s), tokens/sec: 2.3505103465458905 @ context=32000
-Wed Oct 21 04:56:51 AM MST 2026 - Model qwen3.8:27b w/  4 Thread(s), tokens/sec: 1.9083129860906882 @ context=32000
-Wed Oct 21 04:57:30 AM MST 2026 - Model qwen3.8:27b w/  5 Thread(s), tokens/sec: 2.727908205888872 @ context=32000
-Wed Oct 21 04:58:00 AM MST 2026 - Model qwen3.8:27b w/  6 Thread(s), tokens/sec: 2.133796334310243 @ context=32000
-Wed Oct 21 04:58:35 AM MST 2026 - Model qwen3.8:27b w/  7 Thread(s), tokens/sec: 2.6835810717324833 @ context=32000
-Wed Oct 21 04:59:04 AM MST 2026 - Model qwen3.8:27b w/  8 Thread(s), tokens/sec: 2.5231895597861493 @ context=32000
-Wed Oct 21 04:59:38 AM MST 2026 - Model qwen3.8:27b w/  9 Thread(s), tokens/sec: 2.512777473452506 @ context=32000
-Wed Oct 21 05:00:06 AM MST 2026 - Model qwen3.8:27b w/ 10 Thread(s), tokens/sec: 2.3125143809488065 @ context=32000
-Wed Oct 21 05:00:48 AM MST 2026 - Model qwen3.8:27b w/ 11 Thread(s), tokens/sec: 2.700281667801969 @ context=32000
-Wed Oct 21 05:01:20 AM MST 2026 - Model qwen3.8:27b w/ 12 Thread(s), tokens/sec: 2.6798394650721127 @ context=32000
+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
 
-TBD
+```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:??b
+#### mistral-small-3.2:24b
 
-TBD
+```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 05:02:48 AM MST 2026 - Model qwen3.6:35b w/  1 Thread(s), tokens/sec:  6.247414587381804 @ context=16000
-Wed Oct 21 05:03:37 AM MST 2026 - Model qwen3.6:35b w/  2 Thread(s), tokens/sec: 10.940551196032734 @ context=16000
-Wed Oct 21 05:04:09 AM MST 2026 - Model qwen3.6:35b w/  3 Thread(s), tokens/sec: 13.337110328883416 @ context=16000
-Wed Oct 21 05:04:37 AM MST 2026 - Model qwen3.6:35b w/  4 Thread(s), tokens/sec: 14.679419453925597 @ context=16000
-Wed Oct 21 05:05:11 AM MST 2026 - Model qwen3.6:35b w/  5 Thread(s), tokens/sec: 13.831044087619176 @ context=16000
-Wed Oct 21 05:05:43 AM MST 2026 - Model qwen3.6:35b w/  6 Thread(s), tokens/sec: 13.752831594816088 @ context=16000
-Wed Oct 21 05:06:09 AM MST 2026 - Model qwen3.6:35b w/  7 Thread(s), tokens/sec: 14.603026210396049 @ context=16000
-Wed Oct 21 05:06:37 AM MST 2026 - Model qwen3.6:35b w/  8 Thread(s), tokens/sec: 14.376794631809172 @ context=16000
-Wed Oct 21 05:07:05 AM MST 2026 - Model qwen3.6:35b w/  9 Thread(s), tokens/sec:  8.313997206415827 @ context=16000
-Wed Oct 21 05:07:43 AM MST 2026 - Model qwen3.6:35b w/ 10 Thread(s), tokens/sec:  7.6791421803383955 @ context=16000
-Wed Oct 21 05:08:20 AM MST 2026 - Model qwen3.6:35b w/ 11 Thread(s), tokens/sec:  7.554472381570082 @ context=16000
-Wed Oct 21 05:09:04 AM MST 2026 - Model qwen3.6:35b w/ 12 Thread(s), tokens/sec:  5.6568033831630835 @ context=16000
+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 05:09:46 AM MST 2026 - Model qwen3.6:35b w/  1 Thread(s), tokens/sec:  6.558900659595539 @ context=32000
-Wed Oct 21 05:10:28 AM MST 2026 - Model qwen3.6:35b w/  2 Thread(s), tokens/sec: 10.676325434530082 @ context=32000
-Wed Oct 21 05:11:11 AM MST 2026 - Model qwen3.6:35b w/  3 Thread(s), tokens/sec: 12.007117299908693 @ context=32000
-Wed Oct 21 05:11:39 AM MST 2026 - Model qwen3.6:35b w/  4 Thread(s), tokens/sec: 13.683089387469174 @ context=32000
-Wed Oct 21 05:12:04 AM MST 2026 - Model qwen3.6:35b w/  5 Thread(s), tokens/sec: 13.447667625607968 @ context=32000
-Wed Oct 21 05:12:31 AM MST 2026 - Model qwen3.6:35b w/  6 Thread(s), tokens/sec: 11.170529760956333 @ context=32000
-Wed Oct 21 05:12:57 AM MST 2026 - Model qwen3.6:35b w/  7 Thread(s), tokens/sec: 13.448480713710353 @ context=32000
-Wed Oct 21 05:13:27 AM MST 2026 - Model qwen3.6:35b w/  8 Thread(s), tokens/sec: 13.143672445847205 @ context=32000
-Wed Oct 21 05:13:50 AM MST 2026 - Model qwen3.6:35b w/  9 Thread(s), tokens/sec:  7.9688801054121505 @ context=32000
-Wed Oct 21 05:14:21 AM MST 2026 - Model qwen3.6:35b w/ 10 Thread(s), tokens/sec:  7.064418756844208 @ context=32000
-Wed Oct 21 05:14:53 AM MST 2026 - Model qwen3.6:35b w/ 11 Thread(s), tokens/sec:  7.387867650986557 @ context=32000
-Wed Oct 21 05:15:30 AM MST 2026 - Model qwen3.6:35b w/ 12 Thread(s), tokens/sec:  5.661822236694878 @ context=32000
+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