diff --git a/tasks/workstation/linux/software/llm.yml b/tasks/workstation/linux/software/llm.yml
index dd5a5af..00f90a4 100644
--- a/tasks/workstation/linux/software/llm.yml
+++ b/tasks/workstation/linux/software/llm.yml
@@ -178,6 +178,120 @@
           #- deepseek-r1:1.5b
           #- deepseek-r1:7b
 
+    ### 2026-10-18, checking the actual RAM usage of the models... ###
+
+    # `ollama_sizes m 16000`
+    #| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+    #| :------------------------ | -----------: | -------: | -----------: |
+    #| mistral-nemo:12b          |        7.1GB |    16000 |         10GB |
+    #| ministral-3:14b           |        9.1GB |    16000 |         11GB |
+    #| ministral-3:8b            |        6.0GB |    16000 |        7.8GB |
+    #| ministral-3:3b            |        3.0GB |    16000 |        4.1GB |
+    #| mistral-small3.2:24b      |         15GB |    16000 |         17GB |
+    #| mistral:7b                |        4.4GB |    16000 |        6.8GB |
+    #| codestral:22b             |         12GB |    16000 |         16GB |
+    #| devstral-small-2:24b      |         15GB |    16000 |         17GB |
+    #| qwen2.5-coder:32b         |         19GB |    16000 |         24GB |
+    #| qwen2.5-coder:14b         |        9.0GB |    16000 |         12GB |
+    #| qwen2.5-coder:7b          |        4.7GB |    16000 |        5.9GB |
+    #| qwen2.5-coder:3b          |        1.9GB |    16000 |        2.7GB |
+    #| qwen2.5-coder:1.5b        |        986MB |    16000 |        1.6GB |
+    #| qwen2.5-coder:0.5b        |        397MB |    16000 |        701MB |
+    #| qwen3-coder:30b           |         18GB |    16000 |         20GB |
+    #| qwen3.5:35b               |         22GB |    16000 |         22GB |
+    #| qwen3.5:27b               |         17GB |    16000 |         18GB |
+    #| qwen3.5:9b                |        6.6GB |    16000 |        6.7GB |
+    #| qwen3.5:4b                |        3.3GB |    16000 |        3.7GB |
+    #| qwen3.5:2b                |        2.7GB |    16000 |        2.6GB |
+    #| qwen3.5:0.8b              |        1.3GB |    16000 |        630MB |
+    #| qwen3.6:35b               |         22GB |    16000 |         22GB |
+    #| qwen3.6:27b               |         17GB |    16000 |         18GB |
+    #| qwen3.8:27b               |         17GB |    16000 |         18GB |
+
+    # `ollama_sizes m 32000`
+    #| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+    #| :------------------------ | -----------: | -------: | -----------: |
+    #| mistral-nemo:12b          |        7.1GB |    32000 |         12GB |
+    #| ministral-3:14b           |        9.1GB |    32000 |         13GB |
+    #| ministral-3:8b            |        6.0GB |    32000 |         10GB |
+    #| ministral-3:3b            |        3.0GB |    32000 |        5.9GB |
+    #| mistral-small3.2:24b      |         15GB |    32000 |         20GB |
+    #| mistral:7b                |        4.4GB |    32000 |        8.9GB |
+    #| codestral:22b             |         12GB |    32000 |         20GB |
+    #| devstral-small-2:24b      |         15GB |    32000 |         20GB |
+    #| qwen2.5-coder:32b         |         19GB |    32000 |         28GB |
+    #| qwen2.5-coder:14b         |        9.0GB |    32000 |         15GB |
+    #| qwen2.5-coder:7b          |        4.7GB |    32000 |        6.9GB |
+    #| qwen2.5-coder:3b          |        1.9GB |    32000 |        3.3GB |
+    #| qwen2.5-coder:1.5b        |        986MB |    32000 |        2.1GB |
+    #| qwen2.5-coder:0.5b        |        397MB |    32000 |        929MB |
+    #| qwen3-coder:30b           |         18GB |    32000 |         21GB |
+    #| qwen3.5:35b               |         22GB |    32000 |         22GB |
+    #| qwen3.5:27b               |         17GB |    32000 |         19GB |
+    #| qwen3.5:9b                |        6.6GB |    32000 |        7.3GB |
+    #| qwen3.5:4b                |        3.3GB |    32000 |        4.2GB |
+    #| qwen3.5:2b                |        2.7GB |    32000 |        2.8GB |
+    #| qwen3.5:0.8b              |        1.3GB |    32000 |        695MB |
+    #| qwen3.6:35b               |         22GB |    32000 |         22GB |
+    #| qwen3.6:27b               |         17GB |    32000 |         18GB |
+    #| qwen3.8:27b               |         17GB |    32000 |         18GB |
+
+    # `ollama_sizes m 64000`
+    #| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+    #| :------------------------ | -----------: | -------: | -----------: |
+    #| mistral-nemo:12b          |        7.1GB |    64000 |         18GB |
+    #| ministral-3:14b           |        9.1GB |    64000 |         19GB |
+    #| ministral-3:8b            |        6.0GB |    64000 |         14GB |
+    #| ministral-3:3b            |        3.0GB |    64000 |        9.6GB |
+    #| mistral-small3.2:24b      |         15GB |    64000 |         26GB |
+    #| mistral:7b                |        4.4GB |    32768 |        9.0GB |
+    #| codestral:22b             |         12GB |    32768 |         20GB |
+    #| devstral-small-2:24b      |         15GB |    64000 |         26GB |
+    #| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
+    #| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
+    #| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
+    #| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
+    #| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
+    #| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
+    #| qwen3-coder:30b           |         18GB |    64000 |         25GB |
+    #| qwen3.5:35b               |         22GB |    64000 |         23GB |
+    #| qwen3.5:27b               |         17GB |    64000 |         22GB |
+    #| qwen3.5:9b                |        6.6GB |    64000 |        8.8GB |
+    #| qwen3.5:4b                |        3.3GB |    64000 |        5.6GB |
+    #| qwen3.5:2b                |        2.7GB |    64000 |        3.5GB |
+    #| qwen3.5:0.8b              |        1.3GB |    64000 |        999MB |
+    #| qwen3.6:35b               |         22GB |    64000 |         22GB |
+    #| qwen3.6:27b               |         17GB |    64000 |         18GB |
+    #| qwen3.8:27b               |         17GB |    64000 |         18GB |
+
+    # `ollama_sizes m 256000`
+    #| Model Name                |     HDD (ls) |  Context |     RAM (ps) |
+    #| :------------------------ | -----------: | -------: | -----------: |
+    #| mistral-nemo:12b          |        7.1GB |   256000 |         50GB |
+    #| ministral-3:14b           |        9.1GB |   256000 |         51GB |
+    #| ministral-3:8b            |        6.0GB |   256000 |         42GB |
+    #| ministral-3:3b            |        3.0GB |   256000 |         30GB |
+    #| mistral-small3.2:24b      |         15GB |   131072 |         37GB |
+    #| mistral:7b                |        4.4GB |    32768 |        9.0GB |
+    #| codestral:22b             |         12GB |    32768 |         20GB |
+    #| devstral-small-2:24b      |         15GB |   256000 |         58GB |
+    #| qwen2.5-coder:32b         |         19GB |    32768 |         28GB |
+    #| qwen2.5-coder:14b         |        9.0GB |    32768 |         15GB |
+    #| qwen2.5-coder:7b          |        4.7GB |    32768 |        6.9GB |
+    #| qwen2.5-coder:3b          |        1.9GB |    32768 |        3.4GB |
+    #| qwen2.5-coder:1.5b        |        986MB |    32768 |        2.1GB |
+    #| qwen2.5-coder:0.5b        |        397MB |    32768 |        940MB |
+    #| qwen3-coder:30b           |         18GB |   256000 |         45GB |
+    #| qwen3.5:35b               |         22GB |   256000 |         28GB |
+    #| qwen3.5:27b               |         17GB |   256000 |         35GB |
+    #| qwen3.5:9b                |        6.6GB |   256000 |         15GB |
+    #| qwen3.5:4b                |        3.3GB |   256000 |         12GB |
+    #| qwen3.5:2b                |        2.7GB |   256000 |        6.7GB |
+    #| qwen3.5:0.8b              |        1.3GB |   256000 |        2.2GB |
+    #| qwen3.6:35b               |         22GB |   256000 |         23GB |
+    #| qwen3.6:27b               |         17GB |   256000 |         20GB |
+    #| qwen3.8:27b               |         17GB |   256000 |         20GB |
+
     - name: Workstation | Linux | Software | LLMs | Facts | Merge | Print
       ansible.builtin.debug:
         var: "{{ item }}"
@@ -841,34 +955,63 @@
           alias restart-models="restart_ai "
 
           function ollama_sizes() {
-            echo " Stopping all ollama usage..."
-            sudo sv restart ollama
+            # VAR1 - Format. Choices are Markdown or Spaces.
+            typeset -l fmt="$1"
+            if [[ -z "$fmt" ]]; then
+              fmt=s
+            fi
+            if [[ "$fmt" != "s"* && "$fmt" != "m"* ]]; then
+              echo "ERROR: Format incorrect, choose Markdown or Spaces."
+              return 1
+            fi
+            sep=""
+            if [[ $fmt == "m"* ]]; then
+              sep="|"
+            fi
+
+            # VAR2 - Context
+            typeset -i num_ctx="$2"
+            context=""
+            if [[ -n $num_ctx ]]; then
+              context=',"options":{"num_ctx":'$num_ctx'}'
+            fi
+
+            # Column Formatting
+            col1=25
+            col2=12
+            col3=8
+            col4=12
+            spacing="$sep %-${col1}s $sep %${col2}s $sep %${col3}s $sep %${col4}s $sep"
+
+            #echo " Stopping all ollama usage..."
+            sudo sv restart ollama >/dev/null 2>&1
+
+            #echo -e "\n Checking model disk and RAM sizes...\n"
+
+            printf "$spacing\n" "Model Name" "HDD (ls)" "Context" "RAM (ps)"
+            if [[ $fmt == "m"* ]]; then
+              printf "$spacing\n" ":------------------------" "-----------:" "-------:" "-----------:"
+            fi
 
-            echo -e "\n Checking model disk and RAM sizes...\n"
-            echo "| Model Name | HDD (ls) | RAM (ps) |"
-            echo "| +---- | --+ | --+ |"
             for model in `ollama ls | grep -v NAME | awk '{print $1}'`; do
-              echo -n "| $model"
               #ollama run $model "" --format json >/dev/null 2>&1
-              #set -x
               curl -s http://localhost:11434/api/generate \
-                -d '{"model":"'$model'","prompt":"","stream":false,"keep_alive":1}' \
+                -d '{"model":"'$model'","prompt":"","stream":false,"keep_alive":1'$context'}' \
                 >/dev/null 2>&1
-              set +x
 
               hdd="`ollama ls | grep $model | awk '{print $3 $4}'`"
-              echo -n " | $hdd"
               ram="`ollama ps | grep $model | awk '{print $3 $4}'`"
-              echo -n " | $ram"
+              ctx="`ollama ps | grep $model | awk '{print $7}'`"
+
+              printf "$spacing\n" "$model" "$hdd" "$ctx" "$ram"
 
               ollama stop $model >/dev/null 2>&1
               while ollama ps | grep $model; do
                 sleep 1
               done
-              echo " |"
             done
 
-            echo "Done!!"
+            #echo "Done!!"
           }
           alias ollama-sizes="ollama_sizes "
           alias model-sizes="ollama_sizes "